{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from lineartree import *\n",
    "from sklearn.linear_model import *\n",
    "from sklearn.dummy import DummyClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "\n",
    "from pandas.plotting import register_matplotlib_converters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "### CREATE SYNTHETIC DATA ###\n",
    "\n",
    "X,y = make_classification(n_samples=8000, n_features=20, n_classes=3, \n",
    "                          n_informative=4, n_redundant=6, shift=0,\n",
    "                          random_state=0)\n",
    "\n",
    "X.shape, y.shape\n",
    "register_matplotlib_converters()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8000, 20)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>c_0</th>\n",
       "      <th>c_1</th>\n",
       "      <th>c_2</th>\n",
       "      <th>c_3</th>\n",
       "      <th>c_4</th>\n",
       "      <th>c_5</th>\n",
       "      <th>c_6</th>\n",
       "      <th>c_7</th>\n",
       "      <th>c_8</th>\n",
       "      <th>c_9</th>\n",
       "      <th>c_10</th>\n",
       "      <th>c_11</th>\n",
       "      <th>c_12</th>\n",
       "      <th>c_13</th>\n",
       "      <th>c_14</th>\n",
       "      <th>c_15</th>\n",
       "      <th>c_16</th>\n",
       "      <th>c_17</th>\n",
       "      <th>c_18</th>\n",
       "      <th>c_19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>4.287691</td>\n",
       "      <td>-0.358809</td>\n",
       "      <td>0.777817</td>\n",
       "      <td>0.175833</td>\n",
       "      <td>0.248941</td>\n",
       "      <td>2.686354</td>\n",
       "      <td>0.037420</td>\n",
       "      <td>0.003614</td>\n",
       "      <td>-1.244712</td>\n",
       "      <td>2.302351</td>\n",
       "      <td>-0.627346</td>\n",
       "      <td>4.005909</td>\n",
       "      <td>-0.949230</td>\n",
       "      <td>1.996186</td>\n",
       "      <td>-2.124947</td>\n",
       "      <td>-0.856226</td>\n",
       "      <td>-0.177669</td>\n",
       "      <td>-0.866306</td>\n",
       "      <td>0.567518</td>\n",
       "      <td>-0.687878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-02</td>\n",
       "      <td>-2.444821</td>\n",
       "      <td>0.281751</td>\n",
       "      <td>0.769856</td>\n",
       "      <td>1.890554</td>\n",
       "      <td>0.485304</td>\n",
       "      <td>-1.640004</td>\n",
       "      <td>-1.567687</td>\n",
       "      <td>0.437817</td>\n",
       "      <td>2.605101</td>\n",
       "      <td>1.679222</td>\n",
       "      <td>-0.555384</td>\n",
       "      <td>-3.300566</td>\n",
       "      <td>1.002278</td>\n",
       "      <td>2.219537</td>\n",
       "      <td>1.202828</td>\n",
       "      <td>0.459995</td>\n",
       "      <td>0.377004</td>\n",
       "      <td>-0.091082</td>\n",
       "      <td>-0.468515</td>\n",
       "      <td>-1.105517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-03</td>\n",
       "      <td>2.199832</td>\n",
       "      <td>-0.728858</td>\n",
       "      <td>-0.851401</td>\n",
       "      <td>1.028180</td>\n",
       "      <td>0.538306</td>\n",
       "      <td>1.624893</td>\n",
       "      <td>-0.489566</td>\n",
       "      <td>0.543877</td>\n",
       "      <td>0.051013</td>\n",
       "      <td>2.013999</td>\n",
       "      <td>-0.843005</td>\n",
       "      <td>1.919138</td>\n",
       "      <td>-0.273925</td>\n",
       "      <td>2.204062</td>\n",
       "      <td>-1.350526</td>\n",
       "      <td>0.228423</td>\n",
       "      <td>-0.954840</td>\n",
       "      <td>-1.790186</td>\n",
       "      <td>1.938162</td>\n",
       "      <td>-0.229806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>-1.020253</td>\n",
       "      <td>0.697211</td>\n",
       "      <td>1.611068</td>\n",
       "      <td>1.249618</td>\n",
       "      <td>0.310183</td>\n",
       "      <td>-0.414572</td>\n",
       "      <td>-1.082014</td>\n",
       "      <td>0.693993</td>\n",
       "      <td>0.991894</td>\n",
       "      <td>0.407220</td>\n",
       "      <td>0.554988</td>\n",
       "      <td>-1.147604</td>\n",
       "      <td>1.706236</td>\n",
       "      <td>1.090488</td>\n",
       "      <td>0.216886</td>\n",
       "      <td>-0.611295</td>\n",
       "      <td>1.273114</td>\n",
       "      <td>-1.792371</td>\n",
       "      <td>-1.634992</td>\n",
       "      <td>-1.054940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>-0.176863</td>\n",
       "      <td>-1.076803</td>\n",
       "      <td>-0.917608</td>\n",
       "      <td>-1.604149</td>\n",
       "      <td>-1.446171</td>\n",
       "      <td>-1.617815</td>\n",
       "      <td>-0.539624</td>\n",
       "      <td>-0.225089</td>\n",
       "      <td>-1.074695</td>\n",
       "      <td>-0.271801</td>\n",
       "      <td>0.947266</td>\n",
       "      <td>-0.923235</td>\n",
       "      <td>-0.714952</td>\n",
       "      <td>-1.070699</td>\n",
       "      <td>1.405238</td>\n",
       "      <td>-0.207820</td>\n",
       "      <td>-0.402361</td>\n",
       "      <td>0.533625</td>\n",
       "      <td>0.698437</td>\n",
       "      <td>-0.298558</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 c_0       c_1       c_2       c_3       c_4       c_5  \\\n",
       "2021-01-01  4.287691 -0.358809  0.777817  0.175833  0.248941  2.686354   \n",
       "2021-01-02 -2.444821  0.281751  0.769856  1.890554  0.485304 -1.640004   \n",
       "2021-01-03  2.199832 -0.728858 -0.851401  1.028180  0.538306  1.624893   \n",
       "2021-01-04 -1.020253  0.697211  1.611068  1.249618  0.310183 -0.414572   \n",
       "2021-01-05 -0.176863 -1.076803 -0.917608 -1.604149 -1.446171 -1.617815   \n",
       "\n",
       "                 c_6       c_7       c_8       c_9      c_10      c_11  \\\n",
       "2021-01-01  0.037420  0.003614 -1.244712  2.302351 -0.627346  4.005909   \n",
       "2021-01-02 -1.567687  0.437817  2.605101  1.679222 -0.555384 -3.300566   \n",
       "2021-01-03 -0.489566  0.543877  0.051013  2.013999 -0.843005  1.919138   \n",
       "2021-01-04 -1.082014  0.693993  0.991894  0.407220  0.554988 -1.147604   \n",
       "2021-01-05 -0.539624 -0.225089 -1.074695 -0.271801  0.947266 -0.923235   \n",
       "\n",
       "                c_12      c_13      c_14      c_15      c_16      c_17  \\\n",
       "2021-01-01 -0.949230  1.996186 -2.124947 -0.856226 -0.177669 -0.866306   \n",
       "2021-01-02  1.002278  2.219537  1.202828  0.459995  0.377004 -0.091082   \n",
       "2021-01-03 -0.273925  2.204062 -1.350526  0.228423 -0.954840 -1.790186   \n",
       "2021-01-04  1.706236  1.090488  0.216886 -0.611295  1.273114 -1.792371   \n",
       "2021-01-05 -0.714952 -1.070699  1.405238 -0.207820 -0.402361  0.533625   \n",
       "\n",
       "                c_18      c_19  \n",
       "2021-01-01  0.567518 -0.687878  \n",
       "2021-01-02 -0.468515 -1.105517  \n",
       "2021-01-03  1.938162 -0.229806  \n",
       "2021-01-04 -1.634992 -1.054940  \n",
       "2021-01-05  0.698437 -0.298558  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### STORE DATA IN DF ###\n",
    "\n",
    "df = pd.DataFrame(X, columns=[f\"c_{c}\" for c in range(X.shape[1])], \n",
    "                  index=pd.date_range('2021', periods=X.shape[0], freq='D'))\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### CREATE AND SHOW TRAIN-TEST SCHEMA ###\n",
    "\n",
    "test_size = [0.6, 0.5, 0.4, 0.3] \n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "for size in test_size:\n",
    "        \n",
    "    X_train, X_test = train_test_split(\n",
    "        df.copy(), test_size=size, shuffle=False)\n",
    "    \n",
    "    if size == min(test_size):\n",
    "        plt.scatter(X_train.index, [size]*len(X_train), \n",
    "                    marker='_', lw=10, c='blue', label='train')\n",
    "        plt.scatter(X_test.index, [size]*len(X_test), \n",
    "                    marker='_', lw=10, c='red', label='test')\n",
    "        plt.legend()\n",
    "    else:\n",
    "        plt.scatter(X_train.index, [size]*len(X_train), \n",
    "                    marker='_', lw=10, c='blue')\n",
    "        plt.scatter(X_test.index, [size]*len(X_test), \n",
    "                    marker='_', lw=10, c='red')\n",
    "\n",
    "plt.yticks(np.arange(max(test_size), min(test_size)-0.1, -0.1), test_size)\n",
    "plt.ylabel('% test size'); plt.xlabel('time (years)'); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "### EMPTY DICT TO STORE RESULTS ###\n",
    "\n",
    "results = {\n",
    "    'DecisionTree': {},\n",
    "    'LinearModel': {},\n",
    "    'LinearTree': {},\n",
    "    'Baseline': {}\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "### FIT MODELS AND STORE RESULTS ###\n",
    "\n",
    "for size in test_size:\n",
    "    \n",
    "    X_train, X_test, y_train, y_test = train_test_split(\n",
    "        df.copy(), y.copy(), test_size=size, shuffle=False)\n",
    "    \n",
    "    model = DummyClassifier(strategy='most_frequent')\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['Baseline'][size] = model.score(X_test, y_test)\n",
    "    \n",
    "    model = GridSearchCV(estimator=DecisionTreeClassifier(random_state=33), \n",
    "                     param_grid={'max_depth': [3, 6, 8, 10, None], 'min_samples_split': [6, 12, 18]}, \n",
    "                     n_jobs=-1, cv=3, refit=True)\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['DecisionTree'][size] = model.score(X_test, y_test)\n",
    "\n",
    "    model = GridSearchCV(estimator=LinearTreeClassifier(RidgeClassifier()),\n",
    "                         param_grid={'max_depth': [3, 6, 8], 'min_samples_split': [12, 18]}, \n",
    "                         n_jobs=-1, cv=3, refit=True)\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['LinearTree'][size] = model.score(X_test, y_test)\n",
    "    \n",
    "    model = GridSearchCV(estimator=RidgeClassifier(),\n",
    "                         param_grid={'alpha': [1, 3, 6]}, \n",
    "                         n_jobs=-1, cv=3, refit=True)\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['LinearModel'][size] = model.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RESULTS ###\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "for model in results:\n",
    "    plt.plot(list(results[model].values()), label=model, marker='o')\n",
    "    \n",
    "plt.xticks(range(len(results[model])), results[model].keys())\n",
    "plt.ylabel(\"Accuracy\"); plt.xlabel(\"% test size\")\n",
    "plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FEATURES SHIFTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8000, 20)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>c_0</th>\n",
       "      <th>c_1</th>\n",
       "      <th>c_2</th>\n",
       "      <th>c_3</th>\n",
       "      <th>c_4</th>\n",
       "      <th>c_5</th>\n",
       "      <th>c_6</th>\n",
       "      <th>c_7</th>\n",
       "      <th>c_8</th>\n",
       "      <th>c_9</th>\n",
       "      <th>c_10</th>\n",
       "      <th>c_11</th>\n",
       "      <th>c_12</th>\n",
       "      <th>c_13</th>\n",
       "      <th>c_14</th>\n",
       "      <th>c_15</th>\n",
       "      <th>c_16</th>\n",
       "      <th>c_17</th>\n",
       "      <th>c_18</th>\n",
       "      <th>c_19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>4.287691</td>\n",
       "      <td>-0.358809</td>\n",
       "      <td>0.777817</td>\n",
       "      <td>0.175833</td>\n",
       "      <td>0.248941</td>\n",
       "      <td>2.686354</td>\n",
       "      <td>0.037420</td>\n",
       "      <td>0.003614</td>\n",
       "      <td>-1.244712</td>\n",
       "      <td>2.302351</td>\n",
       "      <td>-0.627346</td>\n",
       "      <td>4.005909</td>\n",
       "      <td>-0.949230</td>\n",
       "      <td>1.996186</td>\n",
       "      <td>-2.124947</td>\n",
       "      <td>-0.856226</td>\n",
       "      <td>-0.177669</td>\n",
       "      <td>-0.866306</td>\n",
       "      <td>0.567518</td>\n",
       "      <td>-0.687878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-02</td>\n",
       "      <td>-2.444821</td>\n",
       "      <td>0.281751</td>\n",
       "      <td>0.769856</td>\n",
       "      <td>1.890554</td>\n",
       "      <td>0.485304</td>\n",
       "      <td>-1.640004</td>\n",
       "      <td>-1.567687</td>\n",
       "      <td>0.437817</td>\n",
       "      <td>2.605101</td>\n",
       "      <td>1.679222</td>\n",
       "      <td>-0.555384</td>\n",
       "      <td>-3.300566</td>\n",
       "      <td>1.002278</td>\n",
       "      <td>2.219537</td>\n",
       "      <td>1.202828</td>\n",
       "      <td>0.459995</td>\n",
       "      <td>0.377004</td>\n",
       "      <td>-0.091082</td>\n",
       "      <td>-0.468515</td>\n",
       "      <td>-1.105517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-03</td>\n",
       "      <td>2.199832</td>\n",
       "      <td>-0.728858</td>\n",
       "      <td>-0.851401</td>\n",
       "      <td>1.028180</td>\n",
       "      <td>0.538306</td>\n",
       "      <td>1.624893</td>\n",
       "      <td>-0.489566</td>\n",
       "      <td>0.543877</td>\n",
       "      <td>0.051013</td>\n",
       "      <td>2.013999</td>\n",
       "      <td>-0.843005</td>\n",
       "      <td>1.919138</td>\n",
       "      <td>-0.273925</td>\n",
       "      <td>2.204062</td>\n",
       "      <td>-1.350526</td>\n",
       "      <td>0.228423</td>\n",
       "      <td>-0.954840</td>\n",
       "      <td>-1.790186</td>\n",
       "      <td>1.938162</td>\n",
       "      <td>-0.229806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>-1.020253</td>\n",
       "      <td>0.697211</td>\n",
       "      <td>1.611068</td>\n",
       "      <td>1.249618</td>\n",
       "      <td>0.310183</td>\n",
       "      <td>-0.414572</td>\n",
       "      <td>-1.082014</td>\n",
       "      <td>0.693993</td>\n",
       "      <td>0.991894</td>\n",
       "      <td>0.407220</td>\n",
       "      <td>0.554988</td>\n",
       "      <td>-1.147604</td>\n",
       "      <td>1.706236</td>\n",
       "      <td>1.090488</td>\n",
       "      <td>0.216886</td>\n",
       "      <td>-0.611295</td>\n",
       "      <td>1.273114</td>\n",
       "      <td>-1.792371</td>\n",
       "      <td>-1.634992</td>\n",
       "      <td>-1.054940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>-0.176863</td>\n",
       "      <td>-1.076803</td>\n",
       "      <td>-0.917608</td>\n",
       "      <td>-1.604149</td>\n",
       "      <td>-1.446171</td>\n",
       "      <td>-1.617815</td>\n",
       "      <td>-0.539624</td>\n",
       "      <td>-0.225089</td>\n",
       "      <td>-1.074695</td>\n",
       "      <td>-0.271801</td>\n",
       "      <td>0.947266</td>\n",
       "      <td>-0.923235</td>\n",
       "      <td>-0.714952</td>\n",
       "      <td>-1.070699</td>\n",
       "      <td>1.405238</td>\n",
       "      <td>-0.207820</td>\n",
       "      <td>-0.402361</td>\n",
       "      <td>0.533625</td>\n",
       "      <td>0.698437</td>\n",
       "      <td>-0.298558</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 c_0       c_1       c_2       c_3       c_4       c_5  \\\n",
       "2021-01-01  4.287691 -0.358809  0.777817  0.175833  0.248941  2.686354   \n",
       "2021-01-02 -2.444821  0.281751  0.769856  1.890554  0.485304 -1.640004   \n",
       "2021-01-03  2.199832 -0.728858 -0.851401  1.028180  0.538306  1.624893   \n",
       "2021-01-04 -1.020253  0.697211  1.611068  1.249618  0.310183 -0.414572   \n",
       "2021-01-05 -0.176863 -1.076803 -0.917608 -1.604149 -1.446171 -1.617815   \n",
       "\n",
       "                 c_6       c_7       c_8       c_9      c_10      c_11  \\\n",
       "2021-01-01  0.037420  0.003614 -1.244712  2.302351 -0.627346  4.005909   \n",
       "2021-01-02 -1.567687  0.437817  2.605101  1.679222 -0.555384 -3.300566   \n",
       "2021-01-03 -0.489566  0.543877  0.051013  2.013999 -0.843005  1.919138   \n",
       "2021-01-04 -1.082014  0.693993  0.991894  0.407220  0.554988 -1.147604   \n",
       "2021-01-05 -0.539624 -0.225089 -1.074695 -0.271801  0.947266 -0.923235   \n",
       "\n",
       "                c_12      c_13      c_14      c_15      c_16      c_17  \\\n",
       "2021-01-01 -0.949230  1.996186 -2.124947 -0.856226 -0.177669 -0.866306   \n",
       "2021-01-02  1.002278  2.219537  1.202828  0.459995  0.377004 -0.091082   \n",
       "2021-01-03 -0.273925  2.204062 -1.350526  0.228423 -0.954840 -1.790186   \n",
       "2021-01-04  1.706236  1.090488  0.216886 -0.611295  1.273114 -1.792371   \n",
       "2021-01-05 -0.714952 -1.070699  1.405238 -0.207820 -0.402361  0.533625   \n",
       "\n",
       "                c_18      c_19  \n",
       "2021-01-01  0.567518 -0.687878  \n",
       "2021-01-02 -0.468515 -1.105517  \n",
       "2021-01-03  1.938162 -0.229806  \n",
       "2021-01-04 -1.634992 -1.054940  \n",
       "2021-01-05  0.698437 -0.298558  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### STORE DATA IN DF ###\n",
    "\n",
    "X,y = make_classification(n_samples=8000, n_features=20, n_classes=3, \n",
    "                          n_informative=4, n_redundant=6, shift=0,\n",
    "                          random_state=0)\n",
    "\n",
    "np.random.seed(0)\n",
    "shift1 = np.random.randint(-3,3, (1,X.shape[1]))\n",
    "shift2 = np.random.randint(1,6, (1,X.shape[1]))\n",
    "\n",
    "X[int(X.shape[0]*0.5):int(X.shape[0]*0.8)] += shift1\n",
    "X[int(X.shape[0]*0.8):] += shift2\n",
    "\n",
    "df = pd.DataFrame(X, columns=[f\"c_{c}\" for c in range(X.shape[1])], \n",
    "                  index=pd.date_range('2021', periods=X.shape[0], freq='D'))\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'time (years)')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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e8w1+jY7mxgN+D/kccZ0PXGqMuQiIAqXGmP+y1n5iYCNr7V3AXQBz5sw58P0AIiIiIiIyZLyy8xV86+c+3xoEsOYxmHQBhKLc8YnL6ThtK+WRELVNBfC/XcB6vv+zyzjv2v+D4zoYx8FxXBzXzWy7Lo4z2LbT32Z/7XPaOBjXxcnuG2f/t8HuOZJ5/g23kU4m9x0k9yg/2PpUPE46ldxvX/bkhcJ40ShF5RUkYzGS8VgmHRpDYUkZ5SNH4bgemcdWDRiT8wyrMdmy/oK++jJTzUTA+Aa6DbbH0up2s8Pb3bdsLm/jjcqmvvNV+SWM9isZHVRm1n4lpRTmXCM1YRJNm9azs3MH7UWpwT/XIX0LR5G19h+BfwTIjrh+Yc/QKiIiIiIi72yLGxZT6BUyq3pWf+H2pdDdBNM+CMCV3/0ev3z8MqZvyH1fa+D7PP2LHx/P7mYY0x9is4G2d93T3gZAJJXmrLcbeTX5cGYk85BO7xCKRjNLJEIoWkAoEiVaVExJ5bD+smiUUCTatw737g+s7yuLEopGcBy37zpP/exHrHz6CdxQCD+dZvJZc7ngxs8c1a9qT9ZammPNrGld03er8erW1bze9Wpfm+qC6r43GU+rmsb0yjpW3/sQT+x4k9Tzg79JOd/PuIqIiIiIyAls0fZFnDnyzNy33q55BJwQTL4QgGVdrxMYy9QtYc7e0MDycSOYcuH7ec/Hr8UGAYHv962DYMB2b3kwYNsPctvs0b5/P9jH8T428An22g6wvk8iFmPn+jWMWb6Kyu44kxvb2Hn26UycfRZF5eXZENofRkPRCOG+7UzAdEOh4/Km3p72Nk698APMPP/9rHz6Cbp37z7wQUfIGMPwwuEMLxzOOWPO6StvT7TzVutbOS+Bqm+ox7eZW40JA+P2fd4hEVyttc8Bz+W5GyIiIiIichRt6djCtq5tXHPKNf2F1sLqR+Ck90A0M2/o05v/RGHcY+7bCSq745ztFdPQ3k40FMb6PmCwNo01FmyADcD6FpsOwPex6TQ2nc5u+9ntNNb3sakB22kfm04NaDdg209DOj34dvY81vfpePRRJg54dnTcrnbGPfos5qlF1K1ccZy/4f277Av/3Ld9wQ2fzmNPoCxSxpmjzuTMUWf2lcXTcdbtXseSnUv4w7o/sK1z2z6PHxLBVURERERETjz1DfUAuc+3Nr8FrRtgbiZIxdIxrv+7p/ikDxAHoHjFKqasWMVbv7znOPcYCIUwbuYWYeN54Hk526GaGuI7d+KkUjkzvdpkkrXzFxCZNCm7TCQyaRLhSZPwKiqO/+d4B4h6UWZUz2BG9Qy2d23ngc4HBp+fCAVXERERERE5RhY1LKKmuIbakgGzg6x5JLOeejEAz61/mn/7tMvXHyxjxNbWTJ3nEZk4keKF5+GWlmWCY8gD18W4HsZzs4Eyu+26GC+0j20vs7jZYwZu7xlOXZeDseNrX6Ptvvsx4TA2maTonHMoOvtsEuvXkVy/gfYHHyTo7u5r71ZVZcLsxIlEJk8iPHEikcmTFWgHaI238pGpH+ErO7+yerB6BVcRERERETnqUkGKJTuWcPGEi3Of51zzKNTMgdJRADyw+NfEQg4jOjPPOppwGJtKUXDaaQy/+eZ8dP2A0i27KL/qKio++hF233c/6eZmqq67tq/eWkt6504S6zeQWL+exIb1JNetp/2hh3IDbWVl3whtODtCG5k0Ca+ycpCrntjuOO8OAG5N3BobrF7BVUREREREjroVTSvoSfcwf/T8/sL27dCwHM7/KgCNWzazIr2Wa1ZWQdtOCufOZcSXv9QXBoeqsT/8Qd/2qK9+Za96YwyhUaMIjRpF8XsW9JVba0k3NpJYlwmzifXZQPvHPxJ0dfW16w+0EwlPmkRk4iQik0/8QJtqamJCODx1sDoFVxEREREROerqG+pxjZvzMh7eeiyzrrsEgN/+4TsUuz7nv9RK0Xvew9i7fooxZtAweCIwxhAaOZLQyJGDB9r1GzK3G2/YQGLdetr/+HBuoK2o2GN0djKRSRPxqqr2ec1UUxPbP/d5xnz/e3jV1cf08x2plh/fSYFxigerU3AVEREREZGjrr6hnpnVMykJl/QXrnkEhk2B6im8/fprvNy2nL9ZanGNw8ivfvW4TBEzFOUE2gX9I9TWWtJNTSTWrSeZHaFNrFtPx8OP7B1oJ04kPDn7YqjsCK1bWUnLj+8ktmwZzT/6MaO+9tWD6o+1FptKYZNJbCKBTSQIEonMfrYsSCSwiSQ2mSnv208ksMkEQTKZu59IYJOp/vMle49Pkli7NvO26f1QcBURERERkaNqd3w3b+56k0/PGjAFS2w3bH4J5v0tQeDz3G9+zii/h9M3BAz/x/9LeExN/jo8RBljCI0YQWjECBgs0K5fT3J9NtCu30DHI48SdHYOeq62e++l7d57wRgK58zpD469QTKVzNk/Cp3HRKM44TAmHMZEItkljBOOYMJhnPJyTCRMqKaGxNq1pHbs2OfpFFxFREREROSoennHy1hs7jQ4656CIA11l/Dm88+wqXE1V72eJDZ5DBWf+ET+OvsOlBNo5+8ZaJtJrF9H7LXXaH/wIVLbtmVGM43BKSkhlP2BwC0uwVQNCJKRSDZghnEiEUx4YNDMBs9wZEB9OHd/QJkTCWfe1HwII+i9b2q2+xh6VXAVEREREZGjatH2RZRFyjil6pT+wtUPQ/FIUlUn89I3Psn03V2UxKD6G9846GloZP8ygXY4oRHDKZ4/n3Rzc2bankgEm0xSetFFB3278PHW+6bmTf/ytUGnw3GOd4dEREREROTEZa1lccNizh51Nq6TDaSpGKx/Guou4s+PPEh0yzZOWdvBkoWjGHHqWfnt8AmsNwyOv+9eyq+6inRLS767tE9jf/gDRn31K8Ss1XQ4IiIiIiJybK1vW09TrCn3NuGNz0Oqm1jNuSz77q9Z0NLBjgoI3fBX+evou8CBpu15J9GIq4iIiIiIHDX1DfUAucF1zSMQKeWFxeuZsLWJaEc3d33A4b2T35enXh65VFMTmz9x9ZCeb/ZEouAqIiIiIiJHTX1DPRPKJjCyaGSmIPDhrceJj57H2088yUlNu1lx1jBSs+oYWzI2v509Ajt+/l22vmcxO+76br67sl8nSsDWrcIiIiIiInJUxNNxljUu48opV/YXbn0Felp4daPPqQ0tOBXl/Me8dv6q9qr8dXQfrLXYWAy/sxO/vZ2gsxO/o4OgowO/oxO/s4OWH/0YfJ+2j6ZJTrRsa/gDXXUPgeNQcdVHMaFQZgmH+7dDIRiwnbvktjPhfbXLnsd1D+ltvYczj+tQpOAqIiIiIiJHxbLGZST8BPNr+qdoYc2jWCdE4/MNTO2Kse1Ll9HpPsD5tefvdXyqqYntn/s8Y77/Pbzq6sPqg00m8bNBM+jMBs6O3hDaSdDR3hdCg/YO/M7ObDDNbJNO554Piw2DjWaWpu+nclJUz7kBPecmIQ3+Tx+GeBriPvSkIGUxaTApwAfDwQfOfTJmj6AbHjTgxlauBGvxSy27b07j331PZh5Xz6Pm29/CrazErazEq6zELS/HeEM7Gg7t3omIiIiIyDtGfUM9YSfM7BGzMwXWYlc/wpbWaibtbKfo3HN5qLaZ0W2jmVoxda/je2+/dX70b4y84XOZ0c7OTvz2jtwQ2tGZGRXt2+4PoTYe7zuf9SxBFGwBBFGLLQBb5EJlAZRHYISHLfawRQ5BQQE2EiUI+wShNL6bwjdxfGJAcOAP70HjZ1r328SYMI4J4RDC9K6th4ObWVsXE7gY62ICB+Nn1o5vML6DSQO+waRNJgynwKRsdjvAJC0kLSQCnOrJpLfsoH3ebpKTLB2XpCm/x8Ok02z/3Of37BhuaSluVRVuZQVeRSVuVTbUVlRmyqqqcCsq8SorcCsqjnvQVXAVEREREZGjor6hntNHnE6BV5ApaHoTdm9m1ytjKAiFKb/lS9Q/dyUfmfqRnNtd15w6C5tI9N1+u33Hw3Re9jhBAdioza6z4bPQQFkEWxaGGhdb5GALDUHUEoTDBCGHwEvimwTW+IP0Mg0k+vYcJ4zrFuN5JXheMWG3BNfr3/eyda5X0re9/vF/ont0E8Z4WJumaMdwJn/gWwRBksAmCfxEZh0kCYIENkjiZ9e9ZX1te7f71kmCIE4QJPuPG3CuwxVbYIktSAHgOaU4NozjezhpF5N0MEmL6enE9LRiu9ZARxI2JjBxi5MAkwSTMJgEmAR44RK8wgq8okrCJdV4FcP2Dr29I7oHGXS7tr/J5NrwrMHqFFxFREREROSINXY3sr5tPZdOvLSvLL3yv+naXEDB7oARt3yeV4INJIMkC2sX5hy7445M0OvVc46l55zUfq6Wxpg4rpsNl14J4b6AWZwNnJm6gYEzs99f53nFOE7kkD9rw6mzKI9UUzP6Y2xvuIdkdTNVVecc8nkOlbUWa1N7hNzBQ3Ay0cyml75JvLIDnAACQ7ijiOpTLgMMvt+N78cGrHtI+z34fiq7HGikeXd22ZjZ9ekLtU47mOb+kGsSBseGcE0BrleIFyrGDZfgRUvxCioIFVcRKq5i69u/xkRwB7uagquIiIiIiByxwabB6XrpHna+Wo5bN5WKj32MZ+pvoTxSzmnDT8s59qyznmTJkxfgl2afL01DNFbJ2NM+TTQ6ui+cDhwZdZzoIb2k6GiaOfPOvu26qbcdt+saYzK3Gzvhg2rfMXMl2xvuwXEiBCSpPvmyg+6vtZYgSOYG3CCGn95j7ff0L+lu0rE20vEO0ol2/FR39rg4SeIEppvAbQfX7n3BFDAa9vUYsIKriIiIiIgcsfqGeoYVDGNKxRQAOjYso+eVbmy6iNpvf5u0CXh+2/MsHLsQz+mPIclkK6uWfwq/JA0WjAlh3RSR5mJqa6/L18c5ISSTLdTUfLx/ZDhx8FPiGGNw3Qiue+gj0geSCcQx0qkuUu1NdGxeypYNPyFW3bbPYxRcRURERETkiPiBz+Idizl3zLl9o6Bb/v2fcTcXUnrVpUSnTGFxw2I6k505twn39GzmtRXXE+/ZSmi7S/XplzNmwrV9t9/KkcnXyPCBOE5m1DgUKqOgsIbSUafRtOEPxNw2GGQwFhRcRURERETkCK1uXU17or3vNuHtK1/De3ETbqlh1D/+CwDPbHmGqBtl7ui5ALS3v8aKlX+DTSWpusOh5vIvMOzUvwGGVsiS4yNlO6jYOZXGbZs3Dlav4CoiIiIiIkek9/nWs0edjbWWjbd8mWExh5E3LcSJRLDW8szWZ5hfM58Cr4Dm5qdY9cb/JRyuZtivRuL0dFF59dV5/hSST2ddnfk71H612T1YvXNceyMiIiIiIiecRdsXMa1yGlUFVbx172+pWruF8ondlFx2IwBv7nqTpp4mFtYuZOu237Dy9U9TXDyVqbs/SbBoPdU334wTjeb5U8hQpuAqIiIiIiKHrSvZxcrmlcyvmU+qp4fO792BE4XqBUUwKjMl59NbnsY1LmOSr7J27dcYNuw8Zp1yN23f/wWRujrKLv1gnj+FDHUKriIiIiIictiW7FxC2qaZN3oeb9zyTxR3djPqjE68Uy+B7Iuant7yNFOLS9i94z+pqfkrZs64k477HiS1bRvDv/AFjDvo1J0ifRRcRURERETksNU31FPgFTCxOYL3+JMkx5ZRVtMJdRcDsH7X62xs38hUt4lJE7/E1Cn/QtDRRcudP6Fo/nyKF8zP8yeQoaKzs5Nhw4ZNHaxOwVVERERERA5bfUM9Z444gy1f+AKBMUz80DiIlsO4+cRi2/mvVz4JwBUz/5lx4/4Pxhha7rqLoKOD4V/8Qs65GhMp/nL5OpoSqXx8lEPS2dnJL3/5Szo7O/PdlRPGQy+8SHdZRfFgdXkLrsaYqDFmiTFmhTHmDWPMv+SrLyIiIiIicui2dmxla+dWPrDUJfL2VroXLqC44xWY8n46et5i6bIPs7yjgylltcw86RoAUtu3s/s3/0XZZZcRravLOd/tm3bySns3/7KhgV3JNHE/wNp9TOyZJ9Zakskk//3Mc/xH+Vgeev6FfHdpv4bqjwHpdJru7m527drF17/+db72ta9x9+44KXfwiW/yOR1OAlhore0yxoSAl4nnboIAACAASURBVIwxj1trX85jn0RERERE5CAtalhEabel9nfPsbukkNNuuhT++146a8azfPnH6KGUzQnDp6f1v3yp+T/+A4Dqm/+ur2zc8ytIBP0B9Q+Nu/lDY2ZWFAcoch0KXYci182uM/uFA8sdJ6euyHWIGggHAaHAJxT4eOk0IT+Fk0rhpJKkUymSySTJZJLUgO0DLQAvTJrJjtFjuLthE+u/9jUAKisriUQiRCIRwuFwznqwssHqPO/oRrRvrdvKK21dfHPdVr43fcJ+21prSQSWpLUkgiCzHQzcDoj7AV2JBN3JJN3JFD3JFN2pJLFUmp5UmrjvE0uniacDEoFP3A/6zpkKLAkgbSFtDL7j4jsOu+f3Pw+9L3kLrjbz00lXdjeUXYbWzykiIiIiIrJP9Q313PxEFJPqJvTZT1Kw/QWsG2JZ590UlNaxo+gvsZvvYGHtQgDib75J+x8fpurGGwiNGtV3niVnn8wt67bxcFMbGINrLZMjHmeEDUEQ0O379PgpelIBPYGlw1oaLSQsxDEkjUPCOKSdQ7uh1PMtId/g+R7hwBC2HmETJRKxRCOWqIECYyhwDIWuodBxuccrwR8Qst6smcCbNRNwreXazh2k0j7JdDqzdCVJpWOkfJ90EIAxBNljA2OwxmDpXYM1BhwHx/NwvRDGdXE8L7N2M+vMdmZtHBccB+M60LvtOGAcnmzrJujtpDH8rrmD3z37GgaYGPGIBwHJ3mBqLSkgzf7D44G5gIshhOv4eMbiOZYQFg8Im8xS7BgixiHiGCKui3EMb3TH2e2E9v1ndYQ9OyLGGBdYBkwCfmStfWWQNjcBNwHU1tYe3w6KiIiIiMigUkGK+AuLmLG2h7dPGsP511xP6gdTaCs3lA2bz4zpP+RXz32RsSVjmVw+GWstjd/5Dm5ZGVU33ZRzrp9951ssmX42lA3DCXx84+BsWkfR+pUAlOxx7XA4POjihcMQjhCEIwThML4Xwg+FSXseaTdEynVJOy5Jx82GXUMCQwyIB9DtB/T4maDcEQTsyO73+MEBR9h8Y/hF6eij9v0aa3Gya4PNrLMLKYtJ+RibztaDYy1Yi5NtWwr0hKMkvVBmNNNaCpJxKrs78f000cCnKAhwbYAb+LhBgBsEhA1EHIeI61DgukQ9lwLPpSAUotDzKAyHKAyFKIqEKQ6HM+tIhNJolOJohJKCKIWRCOYAI6h7+tCjz7K4oJx93Rue1+BqrfWBWcaYcuB/jDHTrbWr9mhzF3AXwJw5czQiKyIiIiIyBKzY/ArXPhyjMxKi9kufZ+uyTzGhu53kyedx6syf0ZNO8MqOV/h43ccxxtD14ov0LH6ZEf/0j7gluVH0b//u7/jpknUUJOJc/Ho9a0afhK2o5GMf+xjl5eWEw2FCoVDf+lBD0ZGy1hILbHbkN+D/PPcKKyIleMaQtpYZiU6+u2AOrjEYwDUG14CDwTHgGJMZizTZ/Wy5my03A9q72fYH6k8qlSKRSJBMJkkkEjnbyWSSjo4Ovrt7F8sqRuL6Pr7jcEpPO18eXkRZWRmRSIRoNNp3q3Lv4uZpaqKy2vH8ddjj21vfXj1YfV6Day9rbZsx5jng/cCqAzQXEREREZE8a/n+v1PbbVnz3hmML/8t0VefwhrD6HN/hnFCvLT9aVJBioW1C7G+T9N3bic0diwVV12117mebNpNynU5963ljEz0UL1+JbNnz2bq1EFnRjnujMneKuxmbkUeNWYss8IeV9cM4zfbW2hMljOjpPC49qd3lHl/vvNkPac0bGJG01ZeHz4Wf8RI3vOeecepl4fmlzNOAuBb8VhssPq8BVdjTDWQyobWAuAC4Fv56o+IiIiIiByc2MqV1D61im0jihn+8Z20tW1jRlcVpnYcFFcD8MyWZ6iMVnJq9am0P/hHEmvXUvP972H2CFuJRILvv7mRonCUvxw9jAUf/iBLly6lq6trsEsPCb0hC+CbU8fmsSf799etWyguL2bOBR/NfKe7tgBDM7geSD5HXEcBv84+5+oA91trH8ljf0RERERE5ABsKsWWf/gyiYhDcHMXaZvktHFfJ/T838AZnwEg6Sd5YfsLvH/8+zGJJM3//u9EZ86k5P3v3+t8dz/xFBtLx3BTeYQrTpsLwCWXXHJcP9OJ6qoBo9vv9O80n28VXgmclq/ri4iIiIjIodv1i7sJNm6m80afcGUxs0//L0pefyZTWXcRAEt2LqE71c3C2oW0/udvSDc2UnP7d/Z6NvXVV1/lgc4kXqnlb0+ZdLw/iryDHNr7okVERERE5F0rsWkTzT/6AT2zAlqmOJx15kOUlJwMax6FETOgYjyQuU24wCtgdmQyu+66i+KFCyk844ycczU1NfHfT/wv60aN40MjKqkO73sqFBEFVxEREREROaDA99n0pRsJvDTbzwuxJHI+RYVjoasZtiyGuosz7WzAs1ufZUHNAjp/ejdBPM7wL3w+51zJZJLf//73rB89nqTjcsPY6nx8JHkHUXAVEREREZH9CoI0b/34auzrDeyYH+J3O0s4c8L5mcq1jwMWpmWeoXy95XVaYi2cWzCT3ffeS/kVVxCZMCHnfI899hhNzc2smzCNM0qLOPU4vpFX3pkUXEVEREREZJ/S6W5Wvng9wd3L6R4T5vX0NFbXdjFvdPbttGsehfJaGDEdgKe3PI1nPKbe92dMOEz1Zz+Tc74VK1bw2muvUfqehWxLW24YM+x4fyR5B1JwFRERERGRQSWSLSx/9eMEP30Fk3JZWjyCrbOjjK+YwMiikZDogg3PQt0lYAzWWp7Z8gyzi+qwjz1D1fXX41X33wbc3NzMI488Qm1tLX+uGs3IcIiLq8vz+AnlnULBVURERERE9tLdvYGlSz9Mun49BcsdNtWMpOzUWbwQfbN/tHX9n8BP9D3fuql9E293vM1pS1pxq4dRdd21fefrfa41FApx+iWX8tzuLv66poqQYwa5ukguBVcREREREcnR1raUpcuuJOjqoeoP5aSHV/NWWZSqD5xFIkjk3iZcUAljzwbgma2ZaXFmPb2F6s/+LU5RUd85n3jiCZqamrj88su5vy1O2Bg+MbrquH82eWdScBURERERkT6NTY/x6mtXEw5XctKi8wiad7O0spBp5yxkhbuRkBNizsg54Kdg7f/C1IvA9QB4evOfmNwSYuSIiZR/+EN951y5ciXLly9nwYIFjDhpAvftbOWyEeWaAkcOmoKriIiIiIhgrWXLll+watXfUVIyg1Pcr9B5/yO0T59GR3Eh86+6hvqGek4fcToFXgFsfgkS7X23Ce/s3smq1jeYsyrO8M9/HuNlwmxLSwuPPPIIY8eO5bzzzuO+Ha10+wE3jtEUOHLwvHx3QERERERE8stan7Xr/pVt235NdfX7mTbp/7Hlyo9jhg3jZRvjjA9+jFhBwPq29Vw68dLMQWsehVAhTDwPgGfW/y8A54RPofi89wKQSqX4/e9/j+u6XHHFFRjH4e7tzZoCRw6ZRlxFRERERN7FfD/O66s+y7Ztv2bs2OuZMf0HtN39G5LrN7B+6ngilZWccemHqW+oB8g83xoEmeA6cSGECgB48s/3MHqXZfZnbsWYzAuXnnjiCRobG7n88sspKyvjmdZONsWSmgJHDpmCq4iIiIjIu1Qy2cqrr36C5uanmDz5FqZM/meSGzex6yc/xZx1Bm91tjL/o58gXFDI4obFDCsYxpSKKbDjVehsgGkfBGDXtg285mxngX8SBTNnArBq1SqWLVvGvHnzmDJlCgC/2NasKXDksOhWYRERERGRd6Genrd5bcX1JBI7mDH9hwwf/n5sELDjK1/FFBbychSGDR/P9PMuxA98Fu9YzDljzsmMpq55FIwLk98HwOO//Tr+SLjoA38HwK5du/jjH//ImDFjOP/88wFY3xPn2dZOvnzSSE2BI4dMI64iIiIiIu8y7R0rWLrsClKpNk477TcMH/5+ANruv5/YsmXE/uICWtpaOfcT1+M4Lmta19CWaGPu6LmZE6x5FMbPh8JKEuvW8XzbUqr8Ak475fy+51odx+GKK67AdV0A7t7Woilw5LApuIqIiIiIvIs0N/+J5cs/jucWc8acBygvmw1AqrGRptu/S/SMM3hp61rGz5rN+FNPB2BRwyIA5o6aCy3roXkN1F0CwLbvfofXJhjOm/A+HOPw5JNPsnPnTi6//HLKyzO3BHemfU2BI0dEwVVERERE5ASXSDSxbNnH2Lz5Tla+/imKi6YwZ87vKSw8qa9N4ze+gU2l2HL6KSRjcc79xPV9dYu2L2Ja5TSqCqpgzSOZwrqL6X75FRZve4l4GC6Y/AHeeOMN/vznPzN37lymTp3ad/x9OzUFjhwZBVcRERERkRPcxk0/oK19CRs23s6wYedx+um/JRzuf7Nvx5NP0vnUnyj662tY/ud6Zpz/PoaNHQdAV7KLlc0rM28ThsxtwqNmYUtG0/Sd77D01CKKQ0VMikzij3/8IzU1NX3PtQIE1vKLbc3MKS3UFDhy2BRcRUREREROUM8+dzJPPzORhobf9ZW1tDzNCy/O6dv3Ozpo/Po3iEybxrJUF24ozLwr/6qvfsnOJaRtmvk186FzJ2z7M9RdQsdjj9Pz5hssm+oyf/QCHvzDgxhjuOKKK/C8/nfAPpudAkejrXIkFFxFRERERE5QZ57xCKFQ/8iq40QZMeIy5s19vq+s6bvfI71rF871f82G5Us46y+vpKi8oq++vqGeAq+AWdWz4K3HAEsw8X00f//7bJo3njbbzbDdw9ixYweXXXYZFRUVA7vAzzUFjhwFCq4iIiIiIiegRKKZN974v6RSuwCD40QIggSeW0wkkhn97Fm6lLb77qPymmt4cdEzlAyr5vSLL8s5T31DPWeOPJOQG8rcJlw5gd1PLie1fTsrL63DMx6dKzs566yzmDZtWs6xvVPgXFNTpSlw5IgouIqIiIiInGB6ejaxdNmVdPdspKzsNGpqPs6c2X+gpubjJJPNAASJBDtu/QqhmhpaTp9B06YNvOeqawiFI33n2dqxla2dWzPPt8Y7YOPzBCddSMtPf0rhgvk8n3yT6lg140aN48ILL9yrH7/MToFztabAkSPkHbiJiIiIiIi8U3R0rOS1FTcAcPrpv6Ws9NS+urqpt/Vt7/rpT0lu2sToO3/Mvff/ipETJ1M3/9ycc9U31ANkguv6pyBI0bYqTtDRQdsnr6DhjS9yZvxMrrg697lWyEyBc6+mwJGjRCOuIiIiIiIniF27XmT5q3+F6xYyZ/b9OaF1oPjatbT87OeUXvpBVrc20tW6i3OvuRHj5MaDRQ2LqCmuYVzpOFjzKDZaRdPvnqXsL/+S/9z8FFi44b03UFlZudc1eqfAuaFGL2WSI6fgKiIiIiJyAti58yFWrLyRgoJxzJmdO0frQNb32XnrV3CLiyn+1CdZ8tADTD5zHmPqTslplwpSLNm5hLmj52L8JKx9kp6uanBcWi/9IEtalzAuNI55p87b6xqBtdy9rYU5pYXMKtUUOHLkFFxFRETeRRKJJpYt+xiJRHO+uyIiR9GWLb/gjTc/R1nZbGaffg+RyPB9tt19z73EVqxgxD/+A688+Qh+Os17/uravdqtbF5Jd6qb+aPnw6YXIdnJrkVNhK6+mntfepS2SBuXz7h80Gs829rJxliCGw5xCpyu3a3c97V/oLtt9yEdJyc+BVcREZF3kU2bfkhb+5/ZtOkH+e7KiaNzJ/zyA9DZmO+eyLuQtQHr1v0b69b/G8OrP8Bps36J55Xss31qxw6av/c9ihYsIDFzOque/ROnvf9iKkaO3qvtou2LcI3LmaPOxK55hCDwiKVG8kxJMdsi2wC4YPwFg17n59uaGRH2uLi67JA+z8t/uIdta95g8QO/O3BjeVfRy5lERETeBZ597mSCING3v73ht2xv+C3GhDh15s9wnAiOG8FxIrhOZj1wMcbDmOM3lUUi0cSqVTczffp/9E3bMWQ9/23Y8jI8/y245Hv57o28iwRBitWr/4GdjQ8ypuZqpky5FWPcfba31rLzX27DWsuIr36Fh//zLiKFhZz1oasGbb+4YTEzhs2g1CsmeP1BurZ5vPXhj7J9xw7iM+NMcidlnn3dw4bsFDhfOmkkYefgxsnu+MTl+KlU3/6Kpx5nxVOP47guF/3tFyiuqKK4spKiiiq8kF70dKLyG7YxfUTtrMHqFFxFRETeBebNfY7XV32G9vblOeXWpnhtxbUHcQYnE2rdaDbMhvcKt64THbAf7gvCg9dHcs7Tf97MsnHtN2lrW8LGtd9k2ozvHpPvJIefBj8B6d4lDn4ys073rhPZNtmyP34WgnT/OZb+IrN4Ebil6dj3+RC9o34MeIfI53eaTnfz+qrP0Nr6IhMnfJ5x4z613x+XUk1NbLnuOpIbNjL8y1+moaWRt1e+ynuv+RsKivceod0d380bu97gU7M+hd36Ck5yN9vcmSxvb2Pa6dN4sO1Brp9+/aDXuvswpsC58Qe/4Llf/4y3Fr/YV2aMIfB9HrnjWzltoyWllFRUUlRZ1Rdoc9dVFJaW7fWiqaOtqSPOZ+95lR9+/DSGl0SP6bVOeNZCqoeOe5/AmOigv77kLbgaY8YC/wmMBALgLmvtv+erPyIiIieyUKiMrq63ADAmjLUphg+/iHHjbiIIEgR+IrMOkgRBnCBI4Ae9ZdnFj2frE4PUx0mn2zP1/sD6eHak1x56pw00ND9IwzMPAlDoDscjjGfCuNbDsx6edXGtg+cbvMDB8y1u2uL5AV46wE35eKk0biqFk070h1B/QBhNJ8D6h/3dJsKGVXUlTF/dSSRlIVIGv7oEqiblLhXjwM3fSNHA28Tr6m478AF5lNi1ilWvXMX0s+8nUnlyvruzT/n6TpPJFl5bcSNdXW8yre6bjB595QGPab7j30lu2IhbUUH5xz/Gw//095SPHMWsv7ho0Pav7HgFi2Xe6Hkk7vt/hAP439r3MrJ6JKGpIfyXfc6vPX+v43qnwLl0+CBT4AQ+xNshthvibZl1LLMufuIf6Nx4MlF3NHOrL2Vx80NMKVnPghHb6T73G3QlHbri0NWToqsrQVd7B127d9H89iZ62tqwNsi5lOO6FJVXUlxRSXFlFUXZdXHfOhNwwwUFh303yS/+Zyl/v2YHP//vgH/66/mHdY7joWNrI1t/vJjaz8yjZMy+n30+KtJJbFcrQUcbtqMN291B0NWF7e7G9sQIYnFsPEWQSGETATZlCVKGnsQ8wKWH8bSbnkFPnc8R1zTweWvtcmNMCbDMGPOUtfbNPPZJRETkhLRt++/w/W6qqhYyccLn2N5wD8lEM6Ul04/dRbO/oNuuZmxPI0F3E0FPI0FPM36smSDemlkSbQTJdoJkBwm62TEiSmexh3UMJrAUxHyKu9NgtpJ2DWnPkMiu067Bdw24BlxgP7nQCRw8XDwbwqMQl3I8E8EzEVynAC+7uG4RnluE5xXjemV4XgleqAwvXIYbLsfxijKjql4EnvkGm7oeoq0sxKZxRdTFpkJ1HbSsgzcfglhrfweMCxXjsVUTM0vleGzlOIKKWmxRFYH1sTZJEKSwNk1gU9gglV2nsTY1oCw9oC7bPkgN2mbb9t+SGSPI6L1NHBzGjPkEjgllbgV3PIwJ4fRte5k6J1tmQhjH69/OtnMG2zYejrPndu++e8CgsGnpzbRFetj057+l7i+e3s9fMYu1vZ8/3bdtrd/3PfZ/l3tvZ/bTfd/hnvtBtqz/+8/sb936n0D/jx2936njRDjvvcf2P2VjsS28+tq1JBKNzJzxE4YNW7jf9mtOnYVN9D8m4O/ezdpTZzHHGCK//jmuN/g/mkUNiygNl3JywQTslmfYFhlDzC3gmiuu4LbXvsqI6DBOTvmw6YW+8Em8jfviFXQ7M7lhzY9g6VsDwmkbJNr32c9U4LAzVszM4WewpLSJs5zZ7OhsJGIMkRduoTL745fBAjbzI1BlBYypIIhU0O2W0RUU0R0U0JUO050wdMUCurqTtG7ZwJZVr5Ho2TsQhSLR3ECb3S4or8QvKCERKqHTKaQ17rOrK0lLV4KfvbiRwMLtsVbGRGuZsnwj41e34TqG//ehGVQXR6guySxVRWE8N7+vFXr71y9SHlSz+VcvMOOWK3LqrLXYZIBN+ARJH5vwsfEkQWcntrsT291N0NOD7YkTxBPYeBqbSBMkLTYFNm0IfBfrhwiCCJYIuf9HXJBdBrsjIcA4aYzn40ZjBAnDcncLKQb/IdFYexi/gB4DxpiHgB9aa5/aV5s5c+bYpUuXHsdeiYiIvPOlUh3ULz6P0tIZnDbxm/DAdXDFr6BkxKGdyE9n/iO0pwV6dkF3dt3Tuu+ydHzwcxkXCqsyS9EwKKyEwmHgRlgTe5TtZV04AQQO1HRXUXfyN6F0dCYsuhHwouCFwYtijYMfxEj7XfjpLtLpLtLpzv59P1PmZ8vS6S78vrL+tul0FwMD3r5kbm0uJpVqZfCRZENh4UnYIE0QxLF+ZiTbBikCfCwWjunjwiYbFMPZoOjg+z05I9+OieK4USDICX2HNTJ+WD10McbFsQZD5gcKx1riTgIGC7XWEiKKNWD7/udjD+LP66j12bjZ7zMEOJk/W5vsqw+FhjFxwucYNepDOM6xGVnv7HyD11ZcTxCkmHXqzykrO/2Ax6Samtj2mc8Sf/31zOcIOewoL2PX2bP58K3/jEm054x8Em/D9rRywfb/YZZTzC2LY1QMW8MjLGRcpINJ6RWcM2YEl3d280+tuW/+DTAsOOO/qAi6eXTzd6CgAgrKM+to+X73t/7rGow1vOStYY27nTq/hgXpuiP8xnoDUDbsDtiyZH5b6yuzA2ps5u9Zb21/jSEAipzooD++WGvZZRN9271XNCZz23NmDc5e6/66/n5aGHCOvt7b/n8BWNvXbzugrndd7g/HGIceEjwTXsXC5HQKiWCtJUUPLiEcQgc94hzYFIFNEJDAkiQgTWBSWOMTOD7WDbCuJXAsSc+Qci3JkCHlOqQ8h5RjSBlLGp+UDUjbgHTgk/IDGlt39/3bv+uuu2hoaNirU0PiGVdjzHjgNOCVQepuAm4CqK2tPa79EhERORG8/fZPSKfbmTTxSwNeJPRNuPC2bNjclQ2bvaGzN4C25pbF9jM9RaS0P3yWjIIR06EoG0wLh+0dUiNlsI/nz5JPvkDNjl3UNAVsH+6QHB6BSXvfktjLAJ5TjOcVQ+TwvydrLUEQywbf3nDbmRuI/f6wm0i20NGxgmSyhUzgdQiHh1FSMg3XLcIx4f5RSMfL7BsvM4KJi0nFcXraMD27cbpbMV3NOJ1NmXUQYKzFBOBESjElY3BKx2LKazHl43HKJ2AqJuCES3JGNDPrvR8PW7PmVrY33IPjRAiCJKNGfXjQW1szI5X9I5f9o4+pwcuDFEGiDduzCxv//+ydd5xU1d3/3+dOn53Z3juwyy4dKQqooIgtaqKJUdSoMWpi1CTmMcVETR5L8nt8EjX2xMcSFTAW9LFXUEAhSO+7wBa29zaz0+89vz9mdnaXHWCl43PfL+7r9HPPvTu7zOd8zznfDjRvB9LfifR1If3daP4eZKAHGXCjhdzhtkKEBagATRFIIZAmK9JsJWiMw2Xy4DfJ8JdYKbH6Id5jwBTsRYSCCAlCShRJOK7J8Ds2xSHMcQizE8Ucj7DEIywJCEsiijUJYU1C2FJQbCkIo+2AVuJw2jggrcR8p0KCFBJV9VBW/nuqqh4hO/tysnMux2rJPPgP5F50dKxk85afYjQ6mTb5ReKMadBZDX4X+HrCob8nfPkiod+F738X4tuSCIBQQAtq+DWV05Q3EA+9GPNeFSYTLblZnN7so7NXJSkVLAkZTCgqYAmj8HWsYu7k6yF1Ur/4tCbymc9M5Y5GnhpbABddPuxn83s8PGteMmjSosxYT5mxHkUILhx3FibFgEExYjIYMSlGjIoBk2JE0xT8QYk3oOIJqHj9ITw+Px5/AJ8fPIEQ3qDEG4SgFAj6542ECMfNhLCJAHb82AiHVi2AWQYwaSoKEiEFUiqoUqEzpJBoyUUYbXxu2c4Z/rEQ8tHhb0KTauQGInIfEY2BiIpEQVgI9+f1j0yIvnGKvq5QBtQQos81TF95/72i+QJ6acasJLDesocm0cV6YyVTfTm4g7WEpBdVBgkRIkQQVYZjARnCL1T8QiWIRkBoBIQkJEATAlUoSKFEfo8VNKEgUdBQkFJBagbAAH1zOt59/NClhlBV0FSEpqJoGiZLAn5l35NRx1y4CiEcwGLgNillz97lUsqngachbHE9ysPT0dHR0dE5ofH5Gqite57MlgDOB2f2F6x9LnzFQjENEJopkDlhL/G5tyBNDltCDxMTOwoh8RSYdx2la5+HjqPjZkYIgcFgx2Cw79cH5kD2FoRpqWcf+l7HUAC69kD77gFXBexaB653B44YEnIhZdSAvbTF4XRiPij9AjYQaCMn7WJyNq2nftJUAoHYfnyFMGBQFPD2grsFelsiYeuAdOvgfDUQoyMF4tIgLh0ceZGwL50eLnOkh9P2FDD0fyUt+2gu9VSjaBJNQIphBKWXRpYLBzzhyZTevqs1fHkGpLtaoXf3vscG4YmWuNTIGNMin+tIPJofCW3JMSdZAoE2coIF5GzZRP2ESfizisnOupT6+oVUVT9G9Z4nSE2dR27OVSQlzQqLEykh4N5LbHYPFZ97lTUbG9mW3o7dD5O3t2L95OQDfoxQjHg6E6hfmYRi1nDm+bAUBli7MY9UJUDmvBvCn58YVtAvK9+GdQ8ysucirHmv02TI5YxbHwOTiaVf3InT7WTqaXeE/1YM4NlNFQflAmf9+28Rt3szGWPOpTLYNGhFgiYlb2/99IB9BKWCikIIhZBUkIoBxWDEYDRispmwmM1YzWZsVgtxNgsOm4WEOBuJDht2qxmTQWBSvZg1Lya1ivpiAgAAIABJREFUF1PIjSnQgynYhcnfhdHfieLtiEzstfBR5S102qBJdLHRVE2ST3Jq6p9QjCZQjAiDEUUxIAwGhCGcFkr4kooJt7DRosXTojpp1Ry0qXY6QnbaVSvtISsdITNdITPdISOqFGHxjIwIWIlF0UgyqSSaNRJMKglmSbxJ4jSD0yRwmGHTzloGLq4tMzZQ5mhACEFpaSlenw+fz4fP58fv9xHwB1DV0D7fcR9CMaAYzWA0hT8DhvAzScVISBhRhZEQRoJSIYiCXyr4QwoBKfCpAr8KvqAkqGgEQyohqeLXVM73bMDhMO/zvsdUuIrwWovFwEIp5RvHciw6Ojo6OjrfRCorHwZg1Ly3ofmH0FkVLlCMkD4WJl0BySMHC1JLfOzlmkeL+Qv748e5e5lAoI2cnCvJyb4ium/4kDGaIbU4fO2N3wUdlf1itk/Ybn5t8P5BgxmSRkTE7CgmpsyAnR/C7vWUKmkw/nuw8vHYQrS3dfBpyX0oxn5x50iHtDGxxagjY59ibzgE1B5yGEFOyS+oL3+EgDrgucx2MOeHhfmBkDL8vnpb+0Wtp21wurcVOqqg9qtwmYxl7RHhyZm4tPBkTVwq7HiHiQMO9CpdtRZYC+JV0qZcgyc4nXpjNY2hT2ht/Qi7T5DTHCKroQdTcBgHgZmdYI0Hi5PaNMnOlHYSQvFMUk/BNDEFrAlgcYZ/Vy39dbEkRNO+yhpqr74GU34KBdeOwLf1NV6sPIlArsKPvlsEZ9+zz9uvavw30/05rOtq4rrkFnpP/jUmk4mQFmJZ3TLm5M7BtJdorfD4WNrh4teFw3eBA+B1u1j77pvUWPJw+v1gAC0i1JxqOv9UMzCiYVY0kqwGkqwKiVaB06zgMEGcEWxGsCgSsyIxoqJIjVAoSDA48HIRdAfxdAbpCgT4etslTUA6RmM2JpMJr9cLSQ3R0jJjAyTBKn5EkjMJTdP6r6CG5tcG5e373h5seMgFciFsVt23jgsTiFy94CF87XeqT0KvNLByWzUBDASlgSAGAjKOAPEEpSGaH6CvbHCeZPDPVwgwGxTMRgWLUcFiNGA2KtE8s1HBbFGwGhXiI2nLwDKDQlDVUFdtpKdXxaXFXmp/QOEqhBgF1Ekp/UKIM4CJwItSyq4DtT1AvwJ4FtghpTy+/1fS0dHR0dE5AXG5dtDY9CYF+Tdi9av9otVoDVuicqfDzJuP7SBPcCZOfCoaLy05CqfKWpyQNSl8DUTKsBgbZKWNiNvy9wbX3flh+IKwwO2zhjqzIGtibKuoIz1sjTvC7kUAJn6r/zyT0sJvH3xHQoQFnTU+bIU+EJoWXg6/L4HbZ+Vt3gbmuLBldMg9DVD2LnaLk2JLPCMtxbQkhKiPa2NXQTcV+alkGErItc0g3l4SW4CaHaAYkFJSUfkge/Y8RVrq2Ywb9zcMhuG5XAnW11N7449RrFbyn/kfjCt+wxLfmXjVXtKTLcTLjn229YV8rG1ey0+3nUR6chsAcVMuA2BDywa6/d0xTxN+rq4NkxBckzN8FzgAX7zxGgGvF/uoM2hVthKSBt4PlFBibCPbAf9z2RmMznCSaDOhKIdvQi0UCu0lbIdegUAgZr7H46GufCM9ISMSgUDiNIbIGjUei8WCoigIIVAUZdjX4aivIXD5QnR6w1dNh5ctX35EqnSjIjAgaSCBjJPmkW4zDxKOfXFLJG0xKZgNhiF1LDHaGJX+JdCHwp3aFbz5VQ0B/hVT2Q/H4roYmCaEKCIsNN8GFgGxz84ePqcCVwNbhBAbI3m/l1K+f4j96ujo6Ojo6AC7Kx7AaEygIO8n8OJ3wyJl4nw45cew9nlwH50luDpHASHC4tORBgUzB5d118P7v4Ldn4YnLAwWGHUmnH1f2Kp7LK3rxxOKEl51EDdM4fXOL2DdC+HTbdUgTL0WLhrs2dEAZEUul2s7dfULaW5+m8be7TiVCeSmXEVGxmkYDLZB7TQtSFnZnTQ2LSY7ez6lJffG3Lsci1BnJzU33Ijm9VKwYAFP/PZW1GAwWt7S4efBN/0Y3r2E2xa8OaT9+ub1jKtKoDYxmwuUryCpGNJGA7CkZgkWg4VZ2bMGtXGFVF5p6uA7sVzg7IOdzS7+uWQL8e+/TVXcKOaYvexE47NACb0GJ/8OxXFVST4zRn49ITxcjEYjRqMRm8124MoxeOcdK+vXr8doMKCqKqMnz+TCCy88zKM8dP6wdRXl7TaqyGAEzYxOMXHvxROO9bBi0ub2c9UpBfz5wfodscqHI1w1KWVICHEJ8Dcp5WNCiA2HOjAp5Rcc4TP1dHR0dHR0/q/S3vEFHR0rKC66E9P2d6F+HVz8d5h8RbjCcb4EV+cwkpADjszw8t8+a3t8TlSM6BwkvW0w7Ucw7bphTQQ5nWMZU/oniovuoLHpTerrF7Gj7A527f4zWVnfIyf7SuLiRqKqXrZs/Rnt7Z8xovDnjBjx8+Gf+urxUHvTTQTr68l/9hmsJaO54bFneesv99NUsRMAo9lC0ckzOePq62P28UXFCoq900kOdJARXwdjfgaEDy9bWrOUmVkzsZvsg9q80tSBW9W4PjeWy5MB49Mky3e18uwXVazY1caczpUko3Lj5Vfz8coPsJjSOHPyBK48OZ9FX9XQ6trHqeTHAb29vUydOpVp06axdu1a3G73sR5STJpTp1A0wsofIu+0+Th+p/+4ehoAfwr6Yh7pNBzhGhRCXAFcC1wUyTt23rN1dHR0dHR09ouUGrt3P4DVmktuyoXwyizIPRkmDv+UT51vGL0tMPW6YYssnWFwkHuxjUYnebnXkJtzNV1da6irX0Bd3QJqa58nMfFk/P5WvN5qSkruIzfnymH3K4NB6m67Dd+WreQ++gj26dMB0EIhmqsrADCYTISCASw2G3GJSUP6UFUV92dNmJQ4vjdSIFpCUBq2IpZ1lNHY28hPJ/10UBtNSp6ra2NqvJ2T4u1D+gTwBlTe2FDHc19UUdHaS7rTwq9OzSD0r+2UzjmL2u1lBEWIn1z3XTJzsgC4/+Ij6GP6MDB//vxo/Hi0tPbRJwbh+H+nB2I4wvU64CbgT1LKKiHECGDBkR2Wjo6Ojo6OzsHS1Pw2bvd2xo19GGX5Q2HL0FWvH5X9iTrHKSfQgVf/VxBCkJR0MklJJ+MPtFGz5xlq655HyhBGYwIBfys+f9OwXOpIKWm86256l68g8557cM6bF83/6B+PgpSMOe1Mpl10CZuXfEhvZ2zXVu9//B6KTGBC5TbSJ1jBkwnZYV+xS2uXogiFOXlzBrX5vMNFpdfPkyMKhvTX1O3jxVXVLPqqhi5PkAk5Cfzt8sl8a0IWy//5FFukZPT0ebz0zmLGZ4yOilYdnVgcULhKKbcDPx+QrgL+60gOSkdHR0dHR+fgUFU/lRUP4nSOJ4OR8NUPYeoPIXvysR7aN5aWHh+3vryBx688iXTn8A7P0dEZSDDQTnPz2yiKjYKCm+juWr1vlzoxaH3wQbrfeovUn91K0uWXRfM3f/ohNVs2Mu+GW5h09vkAzLs+9oFsFRUVrFu9jsLKasZc/i3E1jth0uXRCa8lNUs4Kf0kkq3Jg9o9U9dKutnIhQNc4Gyu6+LZL6p4b3MjmpScMzaTH502gumFSQgh6G5pYsvSj5kw91y+XLEaIwrzLjn3kN6hzjefA069CiFOFUJ8IoTYKYSoFEJUCSEqj8bgdHR0dHR0dL4edfUv4vM3UDTqt4gP7wifUnrWH471sL7RPLpkF2uqO3j0013Heig6R5mWHh+X/WMVLYewb7Cz8yvWrQ8v45829RVGFN7E5MnPM2vmUvLzrqer6ys2bLyGf68+m5qa5wgGuwe1b3/+n7Q/8yyJV8wn9eZ+Udrd0syyBc+RP2EyE+edt98xuFwu3li8GKfLhbNtM8UlGRDsjS4Tru2pZVfnLubmzR3Urs8FzrXZqRgQfLClkUufWsm3H/+SJTtauHZWIct+fSZ/v3oqJ49IjgrvVa//C6EoZJ80k4ruWqamjyUhK+WwvVOdbybDWSr8LPBLYB0wDMdTOjo6Ojo6OseCYLCL6uonSUk5g+SGJqheARc8GPZBqXNISCnp9ARp7vHR4vLT0uPjjje2oGr9XhsWrK5hweoaLEaF8vvPP4ajPfE5EazYqiZ56JOd0UmL+y/5+ie1trR8xLbtt2G15jF50vPYbDnRMpstn6Ki3zJixG20tH5Aff1Cdu3+ExWVD5KRcSG5OVchl+2h5YEHcJ5zDpl33RUVhlLT+PgfjyAEnPuT/R/upGkaixcvxu/xMG/Fl3x56wyU8vfDLnoKTwfCy4QB5uYPFq7P14dd4Ci1bua8up26Ti95yTbuvnAsl03LxWkdeixOR0Md25cv5aTzL2TZ519ilxZOv6jfvc7AiaCDeac6JzYtPT6MKXklscqGI1y7pZQfHOYx6ejo6Ojo6BxmqqufJBRyU5T/M3j+SsicED6QR2efaJqkvTdAi8tHS48/GjZH02GR2ur2E1SHuhY0KoLQAPFqNgrmlqbz5oY6Ti9OI9VhOZqP840hlniRUhJUJQFVwx9UCagagVD48keuQEiL5vtDarQ83CYShga2U/dqM6BsP/14g4NtOX2TFgZF8MSVUyjJdJKfbMewH7+jdfWLKC//A/Hxk5k86X8wmYYelgRgMFjIyryYrMyLcbl2UF+/kKbmt2hsfB1Tm0LSlSPJ+NU9CEO/u5xNn35IzdbNnP3jW4lPS9/vu16+fDnV1dVMX7eOrTkuSmadD2/8EorPAaMZgKU1SylJKiHXmRttt62lhxdq2xDNXh7ZVMfJI5K564KxnD02Y7/PvfK1RRjNZpwlE2mu+pCzUqYRSLEz+c73B/2O9b1ToyJ47IqTSI4zk+IwkxJnIeEw+3TVOX54dMkuFKPFEatsOML1MyHEX4A3AH9fppRy/WEan46Ojo6Ojs4h4vXWUVv3EllZ38Ox/m3oqYdLnwNlsO/HE8GSBYc+zpCqhQVpRIw294nSiBANh35a3f5BVtM+Eu0m0p0WMuKtjExLId1pjabT4y2kOy2kO63c/952Fn1Vg8mgEAxpZCfYWF3VwQdbmwAYnxPP7OI0Zo9OY0p+EmajfkBWLKSU1HR4OOvBZYMmAvrEy+HGbFAwG8OXJRLunZdgNmE29JcPrBdUNf5d2U5Fay8hTaIIsJkM9AZUblqwDgCrSaE43UlJppOSjEiY6STNYaa6+lGqqh8jNWUu48c/OsSP675wOsdQWno/Of6LKP+f6/HM0Wg5bTcda8+MutQJ9dpZvuA5CiaexIS5+983WlVVxeeff06xplFQWcmDP1Z4U5rB0walFwDQ7m1nQ8sGbpp0E1JKVld18NwXVXzgdhMck8g5Zhu/vvU0JuQm7PdeUkp2le2kfOVybNPO5sNPlpGiOXihw8qn932yz3YhTfLThYNlh0ERJNlNJMeZI4LWQkpfPJLuiyfHmUm0m/crpnWOLT2+IFPv+6R/4mIfP6rhCNdTIuG0AXkSmBujro6Ojo6Ojs4xoLLyYYRQGJl4Mbx+EUycD/kzhtT7y8flrKnu4L8/LOOuC8aiKAKjIjAoAqOioAiG7TPySLKv5YJBVaPN7Q8L0Z69hKjLH13K2+72E0OPkhJnJs1pIT3eSkmGMyJCrWTEW0iLiNM0pwWryTC0cQza3H6uOqVgkN/Jp66aytaGbpbvbGX5zjaeXl7Jk59XEGc2MHNUKnNGpzJ7dBoFKXGH63WdcIRUjbImF2uqO1hb3cma6g5aXGH7iMkgUDWJJsMCpSDFzqlFKSTZzBEBaYgKzD6xGRWVfXGDAYtpsBjtL1MOy2f8zje3sLPFjcWoEFA1Ljkph99fMIZdzW7Km1yUN7sob3KxbGcrr6+rA0ARKj8av5iZWV/QGJhHo+e3BGq9jM4wkmAbnrdJf1UVjTf9kkR7JhPvXkiveQ/19QujLnUCnenEFzqY9+Ob9/ucbrebxYsXkxIfz4R//pP1p6WTOjKNhMoVYDBDUfhk4mV1y5BINPc4LnzsC7Y19JBoN+E4LYPcOAsvnlk6qF8pJa0uP7ta3OxsdrGrxc3uZje7WlzMrHqHXMXM8k4LJ5k7GSVPom5cGndlOilKd/C/G+p5a1MDZkP4nc6fnsdt80bT7g7Q3uunozdAuzsQDnsDtLvDeTsaemjvDdDtDcZ8VkVAkt08QOiGLbd98b781IjgTRqm0D1RJgKPNT2+IHUdXuo6PdR1eiOXJxr2+ELD6kdIGeOv+nHKtGnT5Nq1a4/1MHR0dHR0dI4rXK5tfLXm2xQU/JSif38Fe1bCz9aCs9+NRsldH+APacPqr0/IGqKCVmBQlH6BaxAYxIByw17lQ9qGRXFferBYjrQ1hNNPL6+MaQEVQHKcmQ5PgL2/uggBKXEWMgZYQjPiLaTFD7CSOi2kOizHxOLp8gVZWdHO8p2tLNvZSl2nF4DCFDuzR6cxuziNmaNSiLMMx55wYuIJhNhY2xUVqev3dNIbCC+3zUm0Mb0wiWmFyUwvTOaFldW8vKYmKl6uOjn/uNzr+JOX1pLmtA6atBjoM3MgHb0Byhpaaa+/A7u2krVtF/HStvNw+/uXHGclWAdZZ0dnhMXcwEmUYEsLe664Es3rpXDRQsyFhdEyf6CNdcvupdvzEWZnCIs5g+zsy8nOuRyrJRO/v4WtW3/B+PGPYjKlsGDBAmpqariwsRHrV2u44YYAl069ltu+/CekjoarXqPd7eea926ixl2Ba9dvKE538qPTRpBUEM8Pt1fz58IsioIKO5td7G5xs6vFza5m1yAhkmAzMTrDQamhi8RPnyTjjG9T095Ght/J/G9/n7jp/X+nvs47jUVQ1eiMiNq9xW17b4COiOhti4jgLk9soSsEJNpMQyy3e1tzF66u4f2tjVw+LY//+t7EYY/zm0a3N7gPUeqlPoYwtZsN5CbZyE2yR8Jw/O1NDXy0rYmG538h/U27h/yxHpZwFUJcAIwDolMJUsp7D/0xvx66cNXR0dHR0RmMlJING6/B7d7BrNQ7Mb7yQzjnfpj1s2idLk+AWxet54vd7SgCNBm2apVmOjmrNAOb2UBIk6iajIRaOFQlqhyQrw4u16QkpA5sJwlpWjStDcofUL7PfiVBVWPvbyaJNhMTcuPJTYqLiNPBy3ZT4swYDSfGElwpJVVtvWFr7K42VlW04w2qmAyCqQVJzB6dxpzRaYzJjD+h9/C1u/2sqe5kbXUHa/Z0sq2+m5AmEQJKMpxML0xm+ohkphUkkZ04eJnsoYqX45FgsItNm39Md/d6RhffTV7etUgpaej2Ud7UQ3mTOxw2u6locRNQw5NMioDC1DhKM52MjVc4/fG7MLc0kv/CC8RNHCzmu5qbeOHXt5A7ZiyzbziD+oaFtLcvRwiF1NR5aFqQ9vbPyMm+kubms/jss884d9w4Eu/+Az03XMINae+waOpdTHj9xzTNfoC/dc7izY2VmEbeQ4o2h++NuAWrQWFXi5t3LEG6zQLzsiZE5Bc2Oc5McbqD4gwHxelOitMdFGU4SHNYEEKw+M9/oKlyN/nfns/69eu51HAaY383F3EMl8+HVI1OTzBiyfXvW/BGrs4YE2d7U5rpJNFuItFmJtFuImFAPNG2V9puwmYyHBerXPaFlJIeb4jaTg/1XUOFaV2nB1cMYZo3QJTmDBKpdpLsppjP3Pe7/+fLpm/XAt5xe5cfULgKIf4O2IEzgWeAS4GvpJTXH/wrODh04aqjo6OjozOY9vblbNx0HaNH/o68tx4Hgwlu+jJ6qMqm2i5uXrieFpePSbmJrKvpPO4tWXe+uYVFXx3/FrfDgT+ksq66k2URa2xZkwuAVIeF2cXhJcWnFacelkOeBlrcLJa0Q+6vDykle9o9/ct+93RQ2doLgNmoMDk3kekjwhbVKflJw14S+03B52tk46br8Hj2MG7sX8nIuGC/9YOqxp72XsqaXOxsclHW5KKyvoMb33uEse3V/HHm9WzLHkNxhoPRGU5KM50Up8VRt/Ahuuv3cO1fn8CZkgqA11vDqlXzkDEcg0hpZOQT41G7OnntP+fwZs17PMtcxu/+O6f4nqBDJOFM2Y6a9gKePT9G9YwEICHVRvPUZKb6FOYnJYTFarqDlP18Rut2bOWV/7yDKd+7khVluxkdyOJbZ55L/Fn5h/Bmjz6qJun0BNjV7OKxpbtZU91BUJUYI0vax2bF4wtpdHuCdHnDFt0uTzA6ERELs0GJiFkTSXZzNB4WtmYS+uJ9QjiSdliMwxa8+1vSPFCYxhKl9Z1eXP7BwjTObBhiLR0YJu5DmA4XIcQ6KeWQ2arhrEmZJaWcKITYLKW8RwjxIOGDmnR0dHR0dHSOIVKq7K54AJs1n5w9bdBZBVe/CUYzUkpeXLWH+9/bTrrTyms3zeKpz3cP2Y95PBJr3+g3FYvRwKyiVGYVpfK7b42hpcfH8l1tLN/ZymflLbyxoR7oP+Rpzug0phQkYfqaFmYpJbt3P0BX9xoqKh9m7Jg/H/SYQ6rGjsbI/tQ9Hayp7qQ1sj81wWZiemESl03LY3phEuNzErAYh7df+JuIu3cXGzdeRyjkYvLk50hOmnnANiaDQlG6k6J0J0wEqarU3/ZLXG2VhH73n1wxblZ0D+0Xu9p4Y309E7u3MKdjO19mz2P5a7sYndlISWY8JRlOJkz5jKa6B2hq/ghFhAVIKGTG1HIuvh0f8tF3bmXB2gq8HbehKA+wnmJaSSQtzoQ1pQyPcPLbcy6kJDOBojQHDza08EJ9O8/PHUO65cCTEFJKvnxlAfaERJpCYEBhqhhF3IysQ36/RxuDIkh1hLcdvLu5kVWV7dE9zjNHpsScYJNS4gtqg4Rsd1/cu1faE6Su08u2+m66vEE8gX17IjUoYoAFNyxyY1l0E+1mXv6qhjVVHfzq1U3MHp02LGGalxwWoTNGpgwRqAm2QxOmB8twLK6rpZSnCCH+DXwXaAe2SimLj8YAB6JbXHV0dHR0dPppbFzM9h2/YfyIP5Kx8DdQPA8uX4DbH+KOxZt5d3Mjc0vTeeiySSTazcd6uDpfE02TbG3oZll5K8t3tbK+pgtVkzgsRmaOSgkvKy5OIz/FPqhdKNRLb+9O3O4y3O5y6uoXwJAF2ACC3NxriLOPxG4fgT1uFBZzxpAvpJ5AiI01XXwVsaiur+mMfqHOTbIxvTCZaYVJTC9MpijNcUIvcT6cdHWvY9OmG1EUM5MnPYfTOfZr9yGlpOmee+j61ytk/O4Okq+9dkidPZV7eOMPv8SYU0zjKVexM3I41EAx8oMxrzAndyWqZsCohPCFLNhMfjrbE3m57hLWN0+iyFbPJ/K37Jn6OxLn3Y7dAnP+NYe5+XO5/7T7AXCHVCav3MZ5qQk8PrZgWM+wZ/NGXv/TXUz87pV8uWMnU9VRnDZ1JkkXF33t93E8cTSWtPtDasR6G4wI2wBd3uBgi+5e6W5PcIgQjUVppnMvq+mxF6Z9HIrF9V0hRCLwF2A94b98zxzm8eno6Ojo6Oh8DVTVR0XlQ8Q7J5K+5lNAwrl/pqyph5sXrKe6vZffnFfCTbNH6ULiBEVRBBNzE5mYm8jPziqmxxdk5e52lu9qZfnOVj7d3kiarZ0p2W2cnNtJQXwjFlGF39fvPsZgiMPpHE8o1IPP14CUQYQwYjFnYDDE0dj4GqrqGVTfbCmgV82mzpXOtpYE1tTF0+hOIyjNlGbGc+nU3MhBSklkJQzPjcv/NVpbP2Xrtp9jsWRx0uR/YrPlHVQ/bU8+Sde/XiHlhutjilapaax64UlMJhPX/vbXOJPDS4SllDR2+yhvdrGuuhOLy8Pauqm8VzuX8/I+J9nQzYrW6VxQ9DE3T3qeer+FUy2zkMuhYNb3wWZiVcMqXEEXZ+WfFb3fK00duFWNH+WmDmv8YWvrSzhS0qjqcuEw25ngysNxWs5BvY/jiYEi9f6Lxx+Re1iMBtLjDaTHf70Ti4OqRo83SEWrm8eW7mZ1ZTsBVWIxKpw1Jp3/vGjc1+7zeOCAwlVKeV8kulgI8S5glVJ2H9lh6ejo6Ojo6OyP2roX8PubGJd0LWL7r+GM3/N6hcJd//slTquJRTfOYMbIlGM9zIPmSO3HPFEJBrtRveWMSyyjYEwZl+SV4XLvRGrhE4o1KWjqSKPenY00nkxW6ngmjZjKhPwSFMVAWdnd1De8TEgzYVRCpKScQWnpvWiaRkVTFVtqtlDfWkZvbyU2pZ7MuPXkWjvJz5Wcnxseg9mchSNuJPaIhdasjsLnG4nFkokQJ8bhWEeD+oZXKCu7i3jneCZNegaz+eB+Dzv/9Qptjz1OwsUXk3b77THrbPjwHerLtnHezb+MilYIu7TKTrSRnWjjhudXo3JdtOyZHT8I10HywDW/4l+brqPQuJVqPqP15AxGqOWkyxEsqVmCzWhjZnZ4ebMmJc/VtTEl3s6U+OG5cqpcv4bG3eWUXnwFa8p3cYYYj2NMOqZUfcLjSGIyKGHftg4L+ckNfLG7LbqkOdluPiFFKwxDuAoh7MDtQL6U8kYhRL4Q4nQp5btHfng6Ojo6Ojo6exMIdFBd/SSpKWeS9NmzaIkF3N0yl4UfbmLGyGQeveLE9ylYVfU4Xd1rqKp6jNLSo+7I4JihaSG83mpc7h243eWR5b5l+P2N0TpGYyIORwk52ZfhdJTicJRitIxkQ62Pmr5Dnta5gCrSnA2cXpzKOVm1NPjO4fkNk/nBhA30Nu7hkbXrWFPdSZvbD5hItE9hWsE8phcmUVSYzJhMM2qwFo+nEk9vBR5PFb2eShqb3kRV3dHxKIo1vNTYPgK7fSRx9lHRtNHoOPov8RghpaS6+gkqqx4mOfl0Jox/AqPx4Hz19nzyCU333kvcnNlk3XdvzGWbnY31rHj5RUZOmc7Y2XOHlKuaZFVFO6ePTGBZZTeS8OSCgkapt56H5p9MVpKVN5rq+G72d5hXj7gOAAAgAElEQVS9/Z9UleSwdevPiIsrpqm5i1lZM7Eaw39LlnW4qPD6eXLE8JYIS03jy1deIiEji51NLaQ7UxjVmo7z9BPf2noi8U06M2A4S4WfB9YBfbvJ64DXAF246ujo6OjoHAOq9zyJqnoY5S6A1te4L+4uFq5v4ZYzR/HLeaP36xrmaFkypdTQND+q6kVVvWhaOFQ1H5rqRdW8aKoPVfX056leqvf8AwacgFrfsJD6hoUIYWTsmL9gMiVhMiVGL4PBcVy7ktgfgUB7dB+q212Gu7eM3t5daFoAACGM2O0jSUycjsNRisNRgsNRGnMfKsCpRQ5OjRzy1Nzji7rceWN9PW/w/Wi9/7eyTzg08d2TcqLLfkfF2p9qKcXpKB2UJaUkEGjF46mk11MZFraeSlw9W2lp+RDoP0HVYs6I7J8dGRG14dBqzUaIfR/adKJZ3KVU2bnzPurqXyIz82LGlP4XinJwpyd71qyh4fZfYZswgdyHH0aYhvajaSofPvUIBpORs2+8Nfp5kFKysbaLtzY28O7mRtrcfkxCJV4E6ZYWDEhUBPF2E6Uzp7CueR29wV6+FTKS2eIj4ztP02JsYsfuv3KJsxXNtIam5nfISP8Wz9S1kW42cmFawrCeY+fqlbTuqWLERd+nbncVF1lnYM51Yi6MP6j3onNwHI0lzUeL4QjXUVLKy4UQVwBIKb3iRP0fQkdHR0dH5wTH662hrm4B2WkXYXnr76yQk3nTM5Hnf3gSZ5amH7B9nyWzovIhikbdjhoRj5rmiwjLPkHZFx8qOFU1kh9pExalg/vRtIOZ1VdQFCtShpAyyMADhaQMsW37L4e0EMKI0ZgwSMyajP1xY4w8kykRRbEdNsF7IJGlaX56eyuj4rRPqAYCrdE6ZnMaDkcpubnX4IgLW1Hj4kaiKAfnBicj3sr3p+Xx/Wl5/P78Un67eDMrK9oJaRKTQTC3NJ37Lh5/UJZ5IQQWSzoWSzpJSTMGlamqH693T1TMhoVtFc3N7xIK9UTrKYoZm60wImZHYLePwh4XFrZGo/OEsbj7/S1s2fozjMZ42tuXkp9/I0WjfnPQS6d95eXU3nwLptxccv/+FIrdHrPehg/eoaF8O+ff8h84klPY3eLirY0NvLWxgZoOD2aDwhklqcS17SDRU8cqSplgDXHRitdYnDcdV2bYDc3KhpUYhIGSll0Qn4PInkqGELxSV8G6hqf5cZ6Dbdtu48uKl1ni/w2/KkzHrBz42TRNZeWrC0jIzae8toFRWYVkVMXhPD/3hJ1o0jn2DEe4BoQQNiL/ewghRgH+IzoqHR0dHR0dnZhUVDyIEEY8X+xBBr28nHwz7107m5zE/e8Z++zzsWha/3/fjY2v0tj46rDvK4QRg8GGotgwGKwYFBuKwYZBsWIyZ6AMzIvEDYa+OrZoucFgG9RPX7nBYEOI8EmWffsxFcWCpgXIzrqckaN+SSjYRXDgFeqLdxIKdhMMduLzNeAKbiMY7EaL7P+MhaKYMRmTMJoSIlbchAMI3nCdWEKyT2RVVj3KiBG3DLaiusvweCqRMhS9b1xcMSnJswdYUUswm4d32M3BkJVoIy/Zjjpgn1uaw3JElpMbDBYcjtE4HKMH5UspCQbb6fVURZYdhwWt211GW9snSBnb7UefxR0U0tPPQ6CELbUiHPanDYh95dFf1p+nDOhjYHlf/XDe4D4G5EXuUVP7PN3dYY8XxUV3kp//o4N+d4G6empvuBHFbif/mf/BmJQUs15HQz1fvPwiSZNPZbks4FePrGB7Yw+KgFmjUrl1bhHnjEnnw3fepNxVxfz58/ljSQm1P/8F7vL1TDf4GPn4YgBW1q9katIYTJs+gylXQ0RULqldSlr8TGad8jQtrR9yZ3kVBhlkbNOtNNmuJSPjwv1azMu+WEZHQx1Z515CoLaO6cFRGBIt2MYfuc+5zjef4QjXPwIfAnlCiIXAqcAPj+SgdHR0dHR0dIbS07OZ5pZ3qWw+lRub3+KLzB/wtxu/j9l4YAvIrJmf89WaiwkEmoGwEHU4xpCZ+R0s5vSImLQOEpv9ItN60MseD4ZAoI2cnCvJyb6C+oaXCfhbsZhTsXxNcaeqfkIDxG0wIm6Doe5BYjcY6sbjqYoK4rC1NzYGgz1i4U3C7d7BQKtwQ8MiGhoWRdNWSzYORylpqWdFRGopNlshijKcr1+Hl2O9z00IgdmcitmcSlLi9EFlmhbA6w3vpe3u2Uxz8zv4fPWElxwLjEYnJlMKbnd5WOBKDYmKlCpSahHRq+2VHhjfv+vHw8Wu3X+iovKvnHnG9q/dNtTZSe0NN6D5/RQseAlTdnbMeu1uL/c+/grr0i+krjsDPihjcl4if7hwLBdOzIoeuvPRRx9RVlbGeeedh7zscnb4+yet/Nu3s6N0DJjNbLtd8kD6bAh5ofQCAKq6q6jsruSykssQQiEu+Vw+l9s4L7GXlKCPbdv/g6rqxygsvJWM9AuHfJ7VUIiVry8iYUQRu+vqmVwyEcdGcFyQjTDo1ladg2c4pwp/IoRYD8wABPALKWXbER+Zjo6Ojo6OThQpJWs234s74GDGrs34rOmc9qMHYBiiFcDt3hEVrX2WzHjnRPLzrjtAy6PPxIlPReOlJQe/TNRgsGAwZGCxZAy7jZQSVfUQiojbfutuf7rP8iuEAY+nElXt7bsjTudYCgtvISnxFEym42cv3/G8zy1shR5FXNwo0tLOJhTsGmRxz0i/6JCWC0sph4hZKbVIerDADacjeUREcl8eGkTKAoE26uoW0NW9DikDKIqVtLRzKS763dcen9bbS+1PbiLY2Ej+c89iHT3YWt3rD/Hpjmbe2tjAsvJmVFlCXpLg9lnFXDQpm8LUwQdArV27llWrVnHyySczY8YMgp98TP0vbsO7YQMAwmrFefY8ts2fjtx6H6d0t4I1EQpOBeCz2s8AmJsXPvCpzwXOLUUTOcn5Lq2tn1BV/Sjbt99OVdVjjCi8hYyMb0cF7LZln9Ld3ETimRdg7OhkSnAEwuIhbnrm1343OjoDGe6UXw5giNSfLYRASvnGkRuWjo6Ojo6OTh+qJnn20wWMMm6gp2EKE7SP4YJnwTK8E1s1LcDOXfehKDYyM79Dbs4PopZMncEIITAa4zAa47BaY1u9BtK/rNkcnQxITzv7KIz0m0ssi/uhIIRACCPD/9o7PDo6vqSz698Rge3HaHB87YOkZDBI3S9uw7d1K7mPPYp96lQAAiGNFbtaeWtjA59sb8YbVMlwmJjcs4Uzc83c/NtfosTYa7p7927ee+89iouLOffccwEQBgPebdvCcYsF6fejxDlY4dtCoslB0p7VMPo8MIRXVSytWcrYlLFkObLQpOT5+jZOcva7wElPP5e0tLNpbfuEqqrH2b7j11RVP86IwltITT6fVYv/RULxWGqbmjlj1mzE5y7iTs1BsQ7v/Tf7g/xkWzVPjysk3XL0VnroHP8Mxx3Oc8BEYBv9x8RJQBeuOjo6Ojo6R5gWl4/bXl7PeZn/wGPN4Mq2tWHLyPjvDbuP2trn8XiqmDTpWVJTzgAOzZKp08/hFlk6h8/ifqQ51J+91DQa7ryT3i++IPO+e4k7cy6rK9t5a1MD729ppMsTJNFu4pIpOXx7Yia7n/svun0N/PCnT8YUrc3Nzbz66qukp6dz6aWXYjCE96A2/+nPEAzi/Na3SP3xjXS+8iqh1lZWNmxnvq0Q4d0eXSbc6mllU+smbp18KxB2gbPb4+eJMfmD7iWEQnrauaSlnkNb26dUVj3K9h2/QZH/jSnFhCd1IvEqjPPm4qcZx6kHngTq46HqJlZ39/L/Khv58+hcLIpAOU4PdNJF9tFlOFMfM6SUY4/4SHR0dHR0dHQG8e/Kdn728gbGJy4nx9HIBP/JGLw74Pz/jh6iciD8/maqqp8gNfWsqGjVOXycKCJL5/BzqD/7lr8+SM/b76D96Cc8FTeedx5YSmO3D5vJwDnjMvjO5GxOK0rDbFRY8/ZimneX862f/5q4xKGHNrlcLhYtWoTFYuHKK6/EYgkfIuZaupSe998n9ec/I+3mmwHI+uMf2N25m5a3L+EccyIYrVB0FjBgmXB+eJlwnwuci9ITYz6DEIK0tLNJTZ1Hc+MHrFt5BwVntuH1vkBq0tX4P27CNiEdY+KBDwIrWLYJv9a/H/nlpg5ebuoAwCjAoihYFIFZKJgVEY5H0tF4pI5FUTALMaBeOB2NKwJrJByYb4mkB/XT18eA/D4h3SeyH6xu4oGSvGH93HUOnuEI11VCiLFSyq+/01xHR0dHR0fna6Npkr8vr+CvH5VTlGrkmgkf4zSVkLbiQ5h+A2QOf4/i7t0PIGWQ4qI7j+CIdXR0vg67HvsHoeeeY9nYOfxXexHGL6qYMzqNO84v5eyxGdjN/V/R2+tq+fLVBRRNn0nprNlD+goEArz88st4PB6uu+46EhLCflbVnh6a/vifWEpKSL3xxkFtVjasBCkZ0bAdRp4J5vAy4KW1S8lz5lGUWESlx8+Sjh5uL8w4oAscIQQ1azzseD2f+DPzycnbSK/vKSqnvU7hiJtJ0kYd8IC3r2aM5bKNu6lv9/LdVW7enuUgJ8XO7CQnJkXgl5KAJvFrWiSUBGR/3KNqdAVVfHvlBzSNgJSDRPHhwuHVuHqVm9dnarzQ0I5ZCCpnT8S4tz9kncPCcITrC4TFaxNhNzgCkFLKiUd0ZDo6Ojo6Ov8H6fIEuP3VTSwpa+GCiVn8/OQvqatppajWgrAlwZm/H35fXWtpan6LwoKbsdsLjuCodXR0DkRLj493Nzey55XFzP/kWZZnT+Tzs6/mz1PyOH98Jklx5iFtNFXlw6cexmS1Me+Gm4f4QNU0jTfffJOGhgbmz59P9oDTiFv+8hdC7e3kPvUUwjRYNK5sWMlZ5jSMrvUwNzyp5Q64Wd24mh+M+QFCCJ6vb8UkBNdkH/g0b7/Hw5q3F+MYN5WGRsFZc19C/fQT2greZFfzPdR2P0thwU/JyvouijL0OQE+be+h3OPn/G1e8lpDzNzqJf3bafyxOOeA9x8OUkqCEQG7t6ANDBDD/lj5sj/u0zQ6gyGWd7gZvbaDvNYQs7d5+WBaHAEpKV6xmfEOOxOdNibFh8NiuxXDMVzu3Nvt5+NntnLODeOJSzg439BHi8qqTrIyRk+NVTYc4foccDWwhf49rjo6Ojo6OjqHmU21Xdy8cD0tLh/3fHsc86c6WPXv60gzjyVx13K46FGwxfbtuDdSqpTvvAeLJZPCwp8e4ZHr6OjEotsb5KNtTby9sYGVFW2c1FTGPaufp6t0Ihc+/TQ/SU/Yb/u1775J0+6dXPCL38RcIvzpp5+yY8cOzj33XEpLS6P5vatW0fXa66TccD228eMGtfGFfKxtXssjZIBQwgczASvqVxDSQszNn4s7pPJyYwffTk8kYxh7N9e//xYer5egYmb0qBFkeZx07BnH5NmX4snYQlXVo5SV30n1nicjAvZ7gwTs5x09tN6/ibsHKI1pFX54eBdPiF3kjE5ERsqklCBBSgifBB2JhzMi6Uhc668TTu9VR0acJclIHQmSAf1LSV/XJikxAXYN7L1Brhjw/NMq/OHxAoEcGz2il040lirwkVGAUZBoM5EWZyYzzkKuw0KWw4LZbMBoVjCaIqF5QGjqD8UhWnBXv7UGY879rH77buZefeoh9XWkefmVHRhju3UelnCtkVK+fVhHFCFy8NOFQIuU8vg6m11HR0dHR+coIaXkxVV7uP+97aQ7rbx20ywm5yVSvvMeNNXLqM3lkH0SnHT1sPusr/8Xbvd2xo97BIPBfgRHr9PS4+PWlzfw+JUnke488F4+nW8OsX72vqDK0rIW3tpYz2dlrQRUjYIUO3eO0Jj1wQIsJSWMeelZDI79nwreXlfDylcXUHzKLEpmnj6kfO3ataxcuZLp06czY8aMaL7m8dB49x8wFxSQeuutQ9qtb1mPX/UzqbsO8mdCXNiiurRmKcnWZCamTuSFhrALnOtzDmxt9bpdrH33TWzjpuAJhZg3bx6uV+sxptqwjUnBrpxJSsoZtHcso6rqMcrK76K6+kkKCn9KdtallHtUbthaTfFlGVzzZS8dte5wxwKscSbiU61oqoycDk1ExEXiAhACQSQMF0Ut031GTqH01YmUhf8NbkN/vK/Pvv776ve1DflVNuxow9oTQkiQAgJxBkblxCOlJBTUCAZUvL0q/oBKKKBC0IeiQS9QHrmGi8GoRARun7jtE7hDRa5xgBj+6t0qpCbJmLKAxJzddFQ8yxM3+VEMgjOuKgkLeE3GCPcVj7iX0mRU2GvagDw1HGqqRIa0aJ6m9pX350k5IF+Dmjo3ChB7N3WY4QjXMiHEIuAdwkuFAQ6XO5x/Ao8DLx6GvnR0dHR0dE443P4QdyzezLubG5lbms5Dl00i0W7G46mmvn4R2doI4tr/DTcsggPsM+sjGOykovIhEhNPIT39giP8BP83CYQ0ur1BujwB/vpxOWuqOrjn7e386twSrCYFq9GA1WTAYlRQjpP9brrAPvw8umQXa6o7+NsnOzlvfBZvbWzgo21NuP0h0pwWrpqRz3cm51Aa7KDmyqtQUlPJf/ofBxStmqrywRMPY7bZmXf90CXCfW5vioqKOO+88waVtz7yCMG6OgoWvIRiHfpzXlm/kkIVHB3VMP3HAATUACvqV3Be4XkIofBcnwuchLgh7fdm7Ttv4NM0vCHJ1KlTSXBbaK1zk3hxUdRSKIQgNeUMUpLn0NGxgsqqRykvv5vKqid5RfsOCWIe/9FhY2dt2Ne0waigqhpFU9KYc2Xp/m5/zDAsLGPbFw0YTApqSGPqlIwDjjWoapR3e9ja6WF7Zy87u7xUubxoQQ2jCk4JI40mCoxmcgwGMhUjCQjUoEYoqBEKqIQCkTCoEQqE8LjcaLIbiQspwheKC8XUy+jvvoVQ+s3YSUXLSCpahtQUtm46Cy1kCV+qBRkyo4WsaCHzgDxLfzpkAdkvHcXASwAyqvEHlffFNQGqAqoQqAqEFEFQIXIJ1ASFeK+GQ+nC4myK+f6GI1xthAXrOQPyDos7HCnlciFE4aH2o6Ojo6OjcyJS1tTDzQvWU93ey2/OK+Gm2aOiIqei8kEUYWTEmvUw+QeQO23Y/VZUPoyquigZ/cchX3h1BhNU+wVolydIpycc7/YG6YzkdQ0o74qU9waGrmV7b0sj721pHJJvNipYjQpWkyFyReJGAxbTgHyjEk4bB9ezRMpite+v059nMoiYP/c+kfXop7u4/5IJR+R9Hi6OtshWNUkgpBEIafhVNRoPqFp/PKThj6RvWbie0IDDfhZ9Vcuir2oBuGxaLt+ZnMOMkSkYFEGwuYU9194IikL+s89gTDuwr9c1by+muXIXF952B/aEwTao5uZmXnvtNdLT0/n+978fdXsD4NmwgY4XXyLpyiuwT4v9N2Nl40p+IJKAmqgbnK+avqI32Mvc/Ln7dIETC093F+s/eBtTyWSCwsAZZ5yBa/EeFLsR+5T0IfWFEKSkzCY5+XQaWpfz6fa/8F3t71wceo2WinNxppxF3ngztsKH8dX8B57OwAHHcKzwugKMO8OGNf+hYY/VZFAYn+xgfHL/xEVIk+zs7WVrdyvlPc1Uu5r40tuGWXMTh4tkpZd8o48so5dkpRcHbgyai2Cwi1CwG0lo3zcMmZCaAQxBhIgsfw5ZUDQTKaOWI43+fbeNgZBGFGlBkTYUaUXBikFY0bAREFa8ipVerLiFhS5hoRMrrdJMqzThwYoPK34s+LGCsJFkdpBqdpBmcZJjt9L2ehWFye8iPog9rgMKVynldV/riXR0dHR0dHQOyOvr6rjrf7fgtJpYdOMMZoxMiZZ1d2+kpeV9RvRkYMEF8/447H5dru3U179Mbu4PcDhKhpSfKFa3rzvOkKpFBGaQbm+Azt69BKd3gPAcEHf79/2lTxGQaDeTaDeRaDORGW+lJNNJos1Mkt2EQYElZa1sqesmoGqYDIKJOQmcOz4Tk0HBF9TwBVV8IRV/XzyohvND4bjbH6LNHcDfVxbqr3ewh6AqAiwDRG1Tt4+BXS1YXcOC1TUoAuaMTsMQce9hUAZcQqAMDBUG5RmUvcpFuI6iCIx79ReND+hrSN5eff5zZRVrqjr4zWubuWx63hDh2C8sB4tM/6Cy2HF/jDL1EE+cVQRMK0jiwcsmk5fcvzRf7emh9sYbUbu6yH/xRcwFBz4kra2mmlWvL2L0jNMomXnaoDK3282iRYswmUyD3N4AaIEAjXfdjTErk7T/uD1m3y2eFnZ17mJOrxEyJkBSIQBLapZgN9o5JesUrt9WT9p+XOAMZPX/vobfYMETVJk7dw4Wr0JXWQfOM/NQzIZ9tlMl/LYpj+Xqvfxlz2bscS+TOXURFssSLKZcelwbyBr77v9n77zD7CauPvxKt/ft1bvuveGCwaY301sowRAIJAHyBUJLQhI6gUAChEBoIRA6GJvem8EYsLGNe+/27np739uLNN8funW7+5rc93n0aDQaSbPSvXf1m3PmHEaN/WuPfThQnPrrcWzYcAeVVcspHv8JI0b8BVUNE4m0Eg63Eo5owjIcbiEcaY0LzXCkpV25lUikjWwE04Bp7S+kQjBopS1kZyd2PNgJqPkYwoOw+21k+qwUeCzkeG0YdU4MpkwM1iyMtiwMLgcLKu/BUPI1EaFHR4Rw7RGcdNbjSHoJdCDkEAoBVNWPoviSFm07EPHSEvTQEnLjDnnwhb34Iz7CES8RxYdQ/ehFU1SSBjARJE8E6CfC3d9AgWYaDQLuaN0UbSXR+fexNxbXA4okSVcBVwGUlvY88pMmTZo0adL0ZQJhhTvfW8usJRUcPiiLf81IFWZCCLZs+RtG2UHpqrUw/W9g72i56AwhBBs33Y3BkMGggTd02mZfW91UVaAKgRKdF6Wo0bIKitD2qdE6VSS1j67V6DGPfbVZEy5vruLMcUXtRGg7QeoN4+5BgLosBjKtRlxWA3kOM8PyHLisWl2G1RDfr4lUIxk2A3ajvkc338qWAMvKmzHpZUKKyshCJ1cdPXiP76MQgrAi4gI3IXxVghElRRQHkkRxMNJOIIcVWv1hVu1soc4dRBXR+2E1UOSy0OgNac8otiQ/H5UOdYqqlSMpz22P/9wu+XpTPV9vqu9yv06WMOpkjProopMx6VO3jXoZu1mf0s6UtE9rp0uU9TImXcdztL/GY19t5oNV1Rh12rMflu9IEa1qMMjO31xDcPt2Sp/+d4cgSZ2hRCJ8+tQjGK02TvhlalC1rtLexGh46ilCW7dS8sx/0Nk7d/FdULWALEUhv3EnHH2z1k+hMrd8LkcWH0llUIvu25sUOO7GBlZ88THSiIk4rTamTp2K58MdoJOwTy3q8jghBLdtqeSbmlZuWRahYUcp087/D83SyQSDtQSDtSBBdf3rVH/1OgCybIl6EWh9kiSZmDOqViap3EUdcmxia9LxcmI+LHLU51VGik+CjZVj5wAkmdbWZZAkriqrXqWy6tVu7xdI6PUuDLITHQ70qgOrkocctCEHLcg+C5LHgtRmRBeyowvbkMM2dBErkmRAOIyU5RnZkKmj3Caz1ixYb44QisbscuhkxjqsjHdYGO+wMt5hZYDFSO7HAVaop/CM7kSuVOZwSHYL+gxtwEMRgvoQVAUkKoN6KgMmqoI2KgNhKoMhKgNhGsIdf1tzDHqKzAb6mYwUmQ0UmYy4zAaKTUaKzQbyjAYkobQTw12UVW07FKqnqWkBfn9Fl3ewzwtXIcR/gP8ATJ48eR/+NKZJkyZNmjT7lu0NXn7z6jLWV7dxzXGDufHEYeh1qS+HDQ1f0tL6A8N3GtDnjIJDr+zibB2prX2f1tYljBhxHwZD6kvt8Ns+IRhJzHWKWd0kYEShM0lMiqiYJElMCpRoAI6YeBHt9sfa722+3ljP1xs14RIToBlWIy6LgRy7kSF59lTRadX2Z1gSZYepZwG6uzR4glxyWH8unlLKa4vLqXcH9sp5JUnCqJcw6mWc5p6juvbEre+s5rXF5XGBffqYwr02cCFE6uclRewmieCIqmpiOGmgIiaYY+VGT5AXFpSxeHsTIUXFpJeZNjiba44bQoHLHBWVCZGpO4Dzh4MRtctnLxSFqt//Ht+SJRT94yFs0zrY0TpFcxHewpk3/RmrM/EdjqW9qays7JD2BiCwYQONzzyL6+yzsR/VMZBTjAVVCzgtrEMSatxNeFX9KhoDjRxfejzPV9ajl+hVCpxF78wiZMvAH1E494QTkEPgXVqH9ZA8dI7OU94APF1Rz+ytdfxuoR9RH+LEK0Yx/LACdvzlIeoGz8SdtwR0EVBljL4CLE0jMDjsmmaNaVcZkASSrAVGSpQFCf0p4vuQhOYqK4moIBWJ80nR38XofkkSWmTh2LFCjUYa1sIOCwQu5wR8/jLCoaZoGxmLpT/Z1mMwKLnIASuyz4rkMSG5zUgtRkSzHvwdE7RIJh06pxGdy4TOZURXatK2ndFtlwnZZkCSJUqAZBt8WBVs8gVY6faxss3HKref5yobUnPWWn8fL96m/xXoQZq7gmKzgZpgmEi7n22bTo4L0LF2K8VRYVocFaaFJgNmXS/iLUh6ZNmBXu/ouW2UDRtup9I/MxbMuQN9XrimSZMmTZo0PwY+WV3NH95chV4n8fzlh3LciI5WVFWNsGXrA1hxUbRtK/z8GdD17l91JOJh85a/4XCMpajwgpR9QgiuO2EID32+KZ4WQpYgx25iWL4ds0Efd9+Mu39KmtunLCXcOWWJuOunLEkpx8gSSe00t08pWqeVJXTJ54wekyhrx7oDYd5dXsnKihZCisColzl6aA5/PnUkA3NsfSbQUYynL03MI7z3nL6bIGFfCWwg/mz3loicu7Ge+Vsb4iK7OMPC5AFZe+Xce5Ounr0Qgpq7/4L7iznk33ILrogHeYUAACAASURBVNN7FyCtvnwH3785k+FTj2LYYakpS7788stO094AiEiE6ltuRZeRQf6f/9Tl+VWhsrBqIU+HZcgohQJt4OKriq/Qy3omFhzJDUvKOCsvs8cUOK11Naya+wXqiIkU5OYxduxYPHN3QkTFcVTXeVc/rGvhkVUVXPOtF7NP5eT/G8uAsZpILrlhOs1zPgZZQVIMCDmC1TOKkuBvICiBomrRaCMqxKLWKioiIrR9EcFeN/9LgE5G0ktI0TU6GaUpQM3IF2nt93W8r8ZNA7BtODblWNlu0ARphgldqVETojFBGl3Lpt2XYwZZYrTdwmi7hYsLtekmYVWw0etnldvPghYPcxrbaIkk5uRbZYmRdjMDLWaKzUaKTAaKzUaKTQaKTAacet0Bi40QCjVQXHwxFRX3ru9sf493SpKkfOA+oEgIcaokSaOAqUKI/+5p5yRJmgkcC+RIkrQTuHNvnDdNmjRp0qTpK4QiKvd/sp7n5+/gkJIMnrhkIsUZlk7bVle/gc+3lXHr/cijfwIDu7actGfHjicIheoYN/apJDc5aPKGuPnNVcxZX0uhy0xNWyDu2jh9VH6fDNKzrqqNJWUJ99sCp5nBed1HYU3TPQeLwIZ9K7L3Bw2PP0HL7NlkX3UVWZf1LoWVEonw6RP/xGy3c/wvfp2yb+nSpcyfP5/JkyenpL2J0fj88wTWraP40UfRZXQ9L3V903oC/kaGNdXClCtBkhBC8FX5V0wpmMInTSHcisqvepEC5/s3XyecmU9QUTn55JORFPB8X4V5eCaG/M7dlJe2ernr+61cOc+NU8icccMECgcnWZV9YUKhelwVx5FRcxwthXMR+T7yLh7fY39iCFVoolZR2wncJMEbFblCUSG6FoqAToRw6nainZpnRbF5cO08joyKY2kp+Ro1w0PGT4ZiKLBqotRhQOqNZXIvY5AlxjisjHFYubgom5s3VvByVSMGSSIsBBcUZPH34SX7vV+9Ydy4pwAIBO7xd7a/NxL/BeB54Nbo9iZgFrDHAlMIMaPnVmnSpEmTJs3BSWWLn2tfW8by8hYunzaAW04biVHf+YtMJOJl2/ZHcYUc5LT44Gf39vo6Xu82yiuep7DgPFyuQ+L1C7Y0cOPsFTR7w9x+xigWb2vkhJH5fV4QHOzCJc2ecTCJ7PY0v/46DU88gesnPyH3xs7nmXfG4vfeoG7HVs666ZYUF+GtW7fy4YcfMmTIEE499dQOlrDgtu00PPY4jpNOwnny9PanTeGLHV9whD+ATg3H3YS3tW6jrK2MS0ZcyhOVDRzSixQ4TVU7WTP/G0LDxjNs6FAGDhyI94caVE8YexfW1jJ/kJu/3MjFX7eRYTFw9nWHkF2cGIxSPCEaXlxLsft6LONycVxWTPbiKSj1uxZVWNLcOJAM+14w6t65B++GGtBJFGy4DNuUQuxTCvb5dXeV+lCEnxdlc2lxDi9XNlAb6iYKcR+nN8I1RwgxW5KkPwMIISKSJHWMAZ8mTZo0adKkiTN3Yx03zlpBRBE8cfFETh9X2G378ornCIXqGbe2BenoW8DVtbtdMkIINm++B1k2MXiIFmwlrKg8/MUm/j1vKwNzbDx3+aGMLnLxyyMHxo/ry4LgYBYuaf53afvsc2ru/gv2Y4+l8C9399rdsr5sOwvfmsWII45h6GGJubB1dXXMnj2b3Nxczj///JS0NwBCVam+/XYki4WCO27v8TrvbX2Pm7w+fAYL1hLNcvtV+VcAmF1T2VLTxOO9SIGz4I3XCOcVowInnXQSQgjc31ViKLRhGtzR4tscjvCHj9Zx5twWXFlmzrt+As6chNeJiKg0vrwexR0m7+rxGEu0OZHGc4b02JcDieIJYzusENuUAryLa1DcfTN1z/NjE7/7f+ujltbe0hvh6pUkKZto6CxJkg4HWvdpr9KkSZMmTZqDFEUV/POLTTw+dwsjChw8eclEBuV27+YaDDVQXvYf8loNuAylMPXaXl+voeFLGpu+YeiQWzEZcyhr9HLd6ytYWdHCRYeWcMeZo7Aa0yEt0qTZF4Tr6qi86XdkXXopVb//PZbx4yn+58NI+t5955RIhE+ejLoIX3F1vN7j8fDqq6/G096YzR1TQjXPnIl/6VIK77+/29ywk16ZREgJoReCY/x+PrNaueOVCRh1RoZlDGNczjjeaoj0KgVOfdl21i9ZRGjwWCZNmkRubi6BjU1Ean1kXjiso0VYVbnlrTUcNa8Ze5GVn14/EaszEbhJCEHz25sJlbWRdfGIuGg9GMi5dFS83NdF9o+F3tjRbwLeBwZLkjQfeAn47T7t1UFMXVuAC5/+nrq0W9NeI31P06TZu6S/U3uf2D1dV93Kz55dxONzt3Dh5H68e80RPYpWgO3b/4WqBhi8sRZO+TvoTT0eA6AoQTZv/is221D69buUd5dXcvq/vmN7vYcnL5nI384blxat+4FwXR07fnYpkfqu07ak+XHS8ORT+JcupfJ3v8NQWkrJv59CtnQ+h70zFr0zm/od2zjxymuwOJwAhMNhZs6cidfrZcaMGWR0Mm81XFlJ/T8exnbkkbjOObvba3z6k0+ZkDeBE7w+nKpgpdXO6QNP55VTX2FN4xrGFZ/Cl41tXFqUjamHFDjzZ79KuHAABqORY489FgD3t5XITiPWcaniWQjBvTNXM+brJswD7Fzy+8kpohXAPW8nvmV1OE8s7XB8mjTt6fbTKWnRHczAMWj5cK8GRgshVu2HvnVgW723z79oJefHS7N3SN/TNGn2DCEEvlCEeneQHQ1e7vpgLT9sb+LR9Hdqr/GvL7Wcoz95cgHLK5p58PxxPHD+eMwGXY/Her3bqKp8neKaENbS6TCs+3lqyZSXP4M/UE5x6W38/o213DBrBSMLHXxyw9GcNrZz1+S0yNq7CCGo/9dj+Jcupf6JJw90d7rlYHr2B7qvIhxG8XiJNDURrq4mtGMHgY2b8K9ejW/JEtaPHcf6ESNpef11LU1KJEJo61Y2H3Nsr69Rt2Mbi96Zxcgjj2XooVOB1LQ35513HsXFHacMCCGovuNOAArvvqtHl+Rcay6N/kaubmlFAKN9HmxGGyvqVwBQZZiEToKf95ACp2bLJjauW0PI6uCoo47CbrcTqvIQ3NKCfVoRUtL8fSEEj7y4ioJvG1GHO/nFTZMxWlIH0fxrG2j7bAeW8bk4TujZRTlNGkmI7sNGS5L0vRBi6n7qT7eYCoeKPzz5NvecMwYhiOeNE4j4dnI98bKWDCi2P94WLfG5iJ5DFcltEudWVa0ekq4Zu0b0uIufWUhY6XgvTXqZjfeeuh/v0sGJogrq3AGqWvxUtQSobvXz9082onTy+dRJEjefMpwCl5miDAuFLjP5TjOGAxC5LU2aZOraAlw7czmPXzyBPEdHt67eIIQgGFHxhRS8wQjeUARvUCv7YuXo2heK4AlG8MXrInhDSqJdMKKdJxShu596WYK7zxrNyEInIwqd2PcgNP//CkIIqloDHPvg3D3+7V+1+jc01c1h2g8tGK9aCFmDenVcIFDF9wtPolGczWNLTqKiycd1Jwzl2uOGdMgNm0zV7XfQ+uabZPz0pxTedWevrvVjRwiBCARQ2tpQWlpR21pRWltRWtu0utYW1LY2bbu1FaWtDbW1lVBZWZfnNJSUIFssSBYzssWKbLEgW8xIFguy2YJstSCZo/uSyxazdly0jWw2I1m14yWTaY/SVFTfdTcts2YdFM+++q67aJk1G9e555J7w/WIUAgRDCKCQdRgEBEMIYKBRDmUXB/UtgPBRLnbfUnnjl4HZdfCuUgmE47pJ5F/883duu3GUCJhXr3lJnytLfz8H09isWsusnPmzOG7775j+vTpTOsi92vLO+9S/ec/k3/7bWRdckmP1xL35iFFgh3qryzMpzJvLJuz7+SkHBdPjurf7Xne/OsdbPCGsGbn8tvrrsNgMNA0eyP+NQ0U/mkKslVLoaMqKs89u4rg8iZaxzr5468nomv3mxSq8lD/75Xo86zkXT0OqReDfGn+d5AkaakQYnKH+l4I17uBVcDboqfG+5iRRTZhv+w/1NO9/31fwqiTyHeZyXeYyXOayEteO0zkO7V1htVwwHIm7WuEEDR6Q1S3BKhq9VPd4qeqVROp1a0Bqlv81LqDHRLXW406ZEnCF4qgCu3l2mbSo6oCbyj1H4okQa7dRGGGhUKnmcIMM0UuS1Tcmil0WchzmLp9mUuTZndRVUGrP8wd763hw1XVnDAijwsPLYmLRm8wWWi2F5ZR8RlKCM1IL/PQSRLYjXqsJh02ox6bSY/VqMNm0so2ow6rUY/dpMNq0qOqKnPW17G6spWwItDJEhkWA8GIgieY+E6VZlkZWehgZKGTkYVORhU66Zdp+dH+RvVEgyfIpho3G2vdbKp1s7HGzaZaD55gx8iMZr3MyWMKuPX0kb0avGhpXcrSpRcyaLuXgQOugRN6DrASY+Xq3/LyDyrvbjmNfKeFRy46hEO7yXW5Yfwh2gt5JxhKSzVhFRNI1ljZGq+TrZaogIrWWZPaWyzIVptWZ7H0en5fd8TmDvb758O9EgIAIhTShGZUgCptragpAjQmShMCVGlrRW1pRYTDXZ9YltE5HMgZLnROFzqnE53LBUYDgTVrCe3YAZEI6HQYS0sxj9ECSql+H8IfQPX7UQN+hM8fLQcQPl/31+wMSYoKX3MHURwvm81RIWyJP7e6fz6i9a89ej2Fd9+NUCKgKIhwBKEooEQQEQWhRBCRCESU1PpIRDsmWi8i4UQ5Vt++jRKB6PlT2ygQidUrCJ9v1+5Jd/fKZEIymZCja8lkRDaa4vWSyYhsMneyz6gdYzQhmZOONybtM5lofOFFPF98gWQwIMLhXRoQmD/7VRa+NZOz/3A7QyYfBsCyZct4//33mTRpEmeccUanv7mR+nq2nnEmpiFD6P/yS0g9uPYCrNj6Kf43LmNqIPr911toHXEKx/pWMHboLXweGMZHE4cyqZtowjvXr+GVhx8gUDyIc889l/Hjx6O0Ban++w/YDysk46zBWv/CCjOfWknbuhbKJjm59xcTMbZ791LcIeoeXwFCkHftBHTt3IfT7H28rUE+f3YN0381Bpurd1NRDiRdCdfe/Ge5CbABEUmSAmipeIUQwrmX+9gjNoJcb3ibl7Ou45hheTjMeiRJS3wtS1qi81gyc4gmRY/v19ZSdL8U3S8l7W+/LdHxOG076ZpJ53lu/na+Wl+HXicRUQQTSzOY2D+TOneQurYgG2rcfLupAXcnLztGnUyuwxQVtZqwzY8K3FynKS58s6zGPpd8vS0Q1kRoXJi2W7cGCEXUlGOMeplClyYuDx+cTZHLEhebRRla2Wk2cOs7q/li8UoeNz7GNeHrOHn8OO49dyzuQFgTvVHhW9UaoCZ6rc11br7ZXI+vnbiVJchzpIrawqjVtiDal1yHaa8lUE9zcBOMKDR6QjR6QjR4gjR4gjR6QzS4o2tPkIbovnp3qhiYs6GOORvqOpzTGhWStrjQ1JFhNdIv05okOKNtkgSo1ajDbtInjjXpsRn1mA3yLovJypYAyyta4vkxTx1TwD3njKGqNcD6qjbWV7exvqaN9dVuPl9XG7fUOkx6RiSJ2ZGFTobnO7AYfzyj5O5AmE21nrg41QSqm0ZvIlJkhtXA8HwHP5lYzLB8B8MLHMz+oYI3l+3EqJMJKioOk75XolUIwZbNf8MUlilty4Kjbup1XzeWfcefPhnI+qbhnD62kPvOHYsrau3o6lqZM2bQ9MILIMugqqDXYywp0USWEKh+P8LvQ/V6URsaUH0+TWT5fAh/pyn1ukQyGpGtVk0Ap4jfqHUxJnST6mSrVauPtm967VX8S5dSddvtuM46Myo6k62eragpArStR9Ej2+3oXC5klxOd04VpyJCoCHUiu6Ki1KWJUjkqTnUuF7LN1qVAqL7rLkJbtyKZTIhQCOthh/VavIhIRBOx/qig9Qe0ZxAtq34fIhBA9UWFr9+fWo6KYuH3ozQ0EvbvTAjkQAAR6GF6VSRC9a23dt9GkrSBCL0eSadD0um0cnQ7Xq/Xgd7QsY3RBHodkk4fbaPXyjpdUr0+XhahIN5FixODAXo95pEjcZ5xBobcnE4FpGQ0IZsTglQ2GsGw7w0Cjc89T8ZFF5H50wtpnjW7127Ntdu3svjd2Yw66ri4aN22bRsffvghgwcP5rTTTuuy7zV/uQfh91N4zz29Eq0AXzSt5nxFRQCS3gRKkG+kIGGhsl4M01LgOK1dHi+E4NtZrxAqKKGgIJ+xY7Xcz54FVaAK7EcUARD0R3jzsRW0bWtj+WFOHr50QgfRKsIqjS+tQ/WFyf31+LRo3U8s+Wg7VVtaWfLRdo65eMSB7s5u06NwFUL0ofBegp/p5vCz1jmwRIbxM8CWC/Z8sOdFy3lgywNLpvbPeT/y0vc7uOTw1Lxzt54+qkM7f0ihzh2gti1InTtAXVuQWneA+rYgde4g2+q9LNzWRKu/40isXpY0geswkZskbvOcpkTZYSLb3rMA641bYyCsxC2jyeuqqGCsbg10sDroZIl8h2b9HFvs4uTRBRS5zBRmWOICNdtm7NU/lAZPkMeK5nBo40YeL/qC5zzDAXCYDTjMBobld/7xFELQFohQ3Rqz6gYS5VY/66vb+HJDLYFwqqBO7nthVNgWuiwUZZgpcFkocpnJsZu6HDzYG66iaVLZW/c09plojArOxqgYbfCEaPQGaXBH11Ex6g50nufMbJDJsZvIsZsozjAzvp8Ls0FmSVkzG2vchBWBUSczbXA21x4/hNIsK1aTHotB1ycGRTrLjylJEsUZFoozLJw4Kj/e1heKsKHGrYnZak3MvrV0Z9zjQZZgQI4tbpWNWWkLnOY+bZ0NhBW21EUFaq2bTVELamVLQpxZjTqG5Ts4cWQ+wwocDM93MKzATq69o6vms99u262co/UNn9PatowR293opj8Nxu5zJ8b4Ym0lN82qIaQM5P5zR3LRlIHd3m8RClF9++20vvc+xgEDCJWV7bLIEqoaFVAJMRtb4qLLG9vnTQis5PZ+H5G6ug7n6Mkl0ztvHt558+LbktWqic2osDSUlmB2uqIi06kJzqRtnTMqSh2OvWIJbk+koXG3xAuApNejs9vB3nMAr90h/tz8fmru/xvujz5C0usRkQiOU08l74brU8QnOh2SoZ343M/vUtBxMMA8ejTZP79sv/ejJ0oefyxeLrzzjl4do0TCfPrkP7E4XRx3uRZFuK6ujlmzZpGdnc0FF1zQIe1NjLbPPsf9xRfk3nQTpkEDO23THiEEC8rmcFM4gpQ9DC54DpY8z9zmxVid0ygPwh8H5XT7G1K+eiXb6xpQ8/px8smnIMsyalDBs7AGy+hs9NkWfG0h3nl0OU1VXuYe6eRf54/DqW+XvkcImt7cRKjCTfbPRmIs3jef+/3J/rZkClUQCatEwgqRkEokFF2Ho+Vwok4JK3wzazMiyYtrzTdVrPmmClmWOO7SEeiNOvRGGYNJh8GkS9026tDtxgD5nuJtDZKfUTq8s329cRU+urN6IcQ3e6Fvu8TkIp1YdJWTNl0mmdn54G8Bbx2onbxgynqw5mhCNiZm7bnRdV6q4LVk7XeR2xsCYYV6d0Lc1rmD1LYFNAuuO0hdtNzk7Zg3SpYgx26KuyXnOzWhm+ye/MKC7by7vIqTRuVz+rjC+NzSxNpPs6+jeM6xG+NirrP1XnPJvTcPOpmTgc4Et9Vqpu89QAjNvbOqJUBNW+Lvbi90g+2sxXpZIt+ZcEGOC9wMC+8ur+TTtTXMOLSE+34ybo/6l0bjtndW8+rici6ZUsq9545N2RdWVJq9Ieo9wbhltNEToiFFiAbjltOQonZ6jUyrgRy7iWy7MS5Kc+xGsu0msm1GchwmcmwmchzGLiO03vrOal5bXI5Rp1kyO+tvn8FdA29eAee/AI78Hpsno6qCimYf66vbWFedELU7mxOiL8NqYGRBzDKridmh+XZM+v1rnY0oKjsavWys8SQJVDc7Gr3E/o8bdTKDcm0ML3BoFtSoFbU4w7JPvVtUNcyihdORmsqY0jgK+bIPevxNC4QV7v94PS9+X0aJYycPnzeAQ0ec3O0xSmsrO397Hb7Fi8m9/jr8a9ehz81NEVnJL9/7GyEEIhxGJInZUGUVTc89h2/pUgiHkYxGrNOmkXfjDZgGDkQypi00u0PFtb/tU8++Ow6mvu4q82e9zMK3Z3HOzXcweNIUPB4Pzz77LOFwmCuvvLLTCMIASksLW884E0NeHgNmz+r1IMy2lm0888qJ3N/QCFd8Av2nEYgEOHrW0cj9/oJH14+l00Z1GU1YCMHLt/2B7TorQ4YP55LonFrPgipa3t9K7v+NJ2A18N6jy2luCfLekQ4eOX0U4xwdLbhtX5bT9kUZzpMH4Dyu63yiB5Nb67zXNrDm2ypGTitk6jmDCYcUlLDaTlSmCsp4Xbu1ElIJRwVnyjouSFWUSOfvMfsMCfRGHYaomNWErQ6DScYQLeujItdgkpP2a8ck79cnnUNby+j0HYXxvNc2cOn1Z1Nev7HDP8XefOr/kFQ2A1OApcDxe3IfdgtJRidB5oRz4IyHtTohwN8MnjpNxHrqwFuftF2vrevWa3VqJ/NJJB3YcjqK284ErzUb5G5evvbghbA9ZoOOkiwrJVldu28AhCIq9Z6EkE2sNdFb0xpg1c5WGr3BTgO0fL6uls/X1QLgNOvjAY/Gl2RQFA+ApAnTfKe5V1EyeyT23NoqobVSW7cvdzWmogThnhztWVhzwJqlPT9rdjd12R3SS0iSRIbVSIbVyKiizj3fhRA0+zRX6JqotTbZ2ryiooVP1wQ6CKLXFlfw2uIKJOCIITnk2I3kOkxxURQr5zpMZNmMfcIS1xcIhBVafGGafSHOevy7lKA3rywq55VF5UgSDM610+AJ0tLJwApoYiQmPHPtJkYUOMm2G8lNEqfZUSGaZTXulYGWziyZfZZ5D0D5Qpj398RvaS+RZYn+2Tb6Z9s4ZUwiam1bIMyG6mTrbBuvLS6LezXoZYnBufaUubMjC53kOrp/KemNxV1VBZUtfs29N2ke6rZ6b/y7KUswINvGsHwHZ4wvigpUO/2zbQcksFtV1Wx8gXLGb/ci//TBHkXrplo3181czoYaNycP+I5fHlrL5OFXdXtMaOdOKq66mnBFBUUPPojrzDNS9vfWQrQvkSRJE6JGI7roC7tp8GA8X32Jb9GiuMXNUFCAeXinA/BpesnuWAcPFAdTX3eF2m1bWPTuG4w+5gQGT5pCOBzm9ddfx+PxcMUVV3QpWgFq7/8bSksLpc8+s0ueA3Mr5nK2x0PEVYK+VIu1uqh6ER4cNKv53FjafQqcbcsWU+H2QZad6dO1iOdCFbi/q8RY6sCtk/ngwaW0BiO8coyD+44b2qlo9a2up+2LMqwT8nAc26/bPu+KW6sQAlUVKGFVE4zRtRKJliNq6r5Ix3K8bVgTi5GIihIW0f1Kp+f0NKUaVtbPr2b9/Opu+9oeWSehN8hxK6feqItvm6169EYTOoPcYV/qMTJ6g67zdbTt/Lc2s25+NTq9jBJRGTmtkMPPHkw4qBAJKYRDCpGgJpIjISVRH9REdWx/cjkcUvC2hjq03VVhLUnEha2vraMhrj29cRU+M/UCUgnwwC71am+RMwwmnQye2uQOaSLFmgX04LMtBARaEmI2WeR6ahPlhs3aWunE2ifJCUtu3DU5yUV57TtQ9j18fhuc/hAYHfvcmmvUy3E3v+6IKCoNnhAbatp46uutLCtvjrs1Hjk0hzvOGMWAnN65qnVL7D63VkJbFbTt1NatlanlSLs5U5IOHIXgKobCQ2D4abDzB6hYDDoDKGEYcJSWKsLXCN4G8DVp5ZrV2trf3M2NcoAtuweBGy3bssHkQpJlsmxGsmxGxhS7Oj2tqgo21bq5/5MNbNm6mYd1/+L6yPWYMwvpn22lLRChrNxLvTvYwTUZtBfqLJsxLmRz7SZy4mtjitDti3OcO0MIgScYiYvQZl+YZm8oXm7xhWjyhuL7Y+v285LbYzPqGJrnoDDDzOGDsqJWUhO5UZEas5o6TPr97try9KWTowNXP+XevTBwtVuoKoS9EHQnLW0Q9GjlD65L9VBZ8l9t0Zvgto5zcncFp9nAlIFZTBmYCA6kqILtDd4UMbtwWxPvrqiKt8mxmxhZ6Ii6GmvLoNyEmExOh3XPOWOo9wTZlGRB3VjrZnOtOyVgW3GGhWH5do4Znqu5+OY7GJJn3zuDbnuBSMTDtq3/IKMlTPbQX0DeyC7bCiF4dVE593y4DrtJz90nrKFE/zajR3zc7Wfcv3IlFf/3G4SiUPrcf7Eeeui++FP2GXvifpsmTV8kEtZchG2uDI79+ZWoqsq7777Lzp07ufDCCztNexPD8+23tL73Htm/vhrziF2bn7h6y8dcEQgiT70sPkD2ZfmXRJynoZMkLusmBY5QVebOfo1wZi6TJ00iNxokLbCuEaUpgHpIHh//Yxk+HTx7nIPfHdqf6Tkd35VCO900z96EsdRB5k+Gdvnb9e9rv04RPjG3ViTI6WfvRGSqRCJq14aO3iKB3qBZ/3QGuWPZIGMwGdDpE9uqCnU72mit9yNUgayTyC62M3RKPjaXsYN47CA4DTLyfho0DXjCjDm6mNFHFbH22yp8rcEO+XT3FqqiJgRuSCEcVNuJY4VIMHl/dDusEHCHqN3Rhq+1awG7O5M9dgJjdvsv2hMMll22DqQgSdrcV0sm5A7rvq0Q2gufpz4qaus6F7xNW7V1pJ11ZfVsbQEwuxKLyZW63e3iBJOzewvvLqDXyRS4zBS4zHyxrpbtO7bGgx4Vufr1TrTG7ktXVtKYWA17U4+TZE2UOosgfwwMO0UrO4u1xVWsuW63/1tfvwQm/wImXwFLnteexbTfdt0/JaKJV18jW72p2QAAIABJREFU+Bqi60bwNqbWeWqhdp223f7ZxfusS7XY2tqJ22idbM1mhDWHAS6ZE6W3OVTayDXyW2wccleKq6gQWjTkBneQek+w3TpEvVtza91W76XBE+zgogzaHNwsmzEubmOW3NwkcRsTuhkWQ7cit7dzR5VoxFxNYIZo8ibKySI0Vo6tO0sRAtrX0Gk2kGk1kGkzku80M7zAQaZVGyDIsBrItGrrVxaW8cmamrj77bkTivuu+y3sviVTCbcTm9El1EldsK3ztrFld/6DywZ47lQoGBtdxkDuSDDs2TxtnSwxJM/OkDw7Z44vitc3e0NRV2Nt3uz66jaen78jbh016mTC0UAiMWIW92Ry7EaG5Tu4YHJJ3NV3aL4dp7nrIEV9gfKyZwgrrQypNiL98k9dtmv2hvjjW6v4fF0tRw3N4a5TDezY8B9KSn6FzTa4y+PaPvucqptvRp+XR8nTT/d6Llxf4sdqcUvzv8vCt2bSUFHGuX+6E7PNzpw5c1i7di0nnXQSo0Z1jIcSQ/F4qb7zToyDB5Pzm9/s0jUb/Y0MLvsBGWDcT7XzqQpf7VyAP+8+zszNoMDU9e/lpkULqImAXq/n2OOOi9e7v61E2Ax8+MF2FKeeJ6ZamDGigCuKO4pgpS1Iw0vrkG0Gsi8dhWToKNZURaV8XRPFwzMoX9uU2CGB2WYgq9CK0ZIqHLsTmTq9nNo2uV37tgYZWZZ2a7D761c30FLnQ2fQLJn5AxxMOLHv5aM99deJqWvHzNi3niuyTsZokTvk7O0tX7+6gbXfVUEXSfx6PKskSY+ReBOSgUOAlbvVm4MJSUoIyJwh3bcVAhq3aFbWrXM1S63OALmjYMARoCoQaNVeOAOt0FKmrWN1PWFydi9wu9tvcoKu42PuKugRgbaElbRTi2klhDztbxY4CjQBmjcShp4UFaRF4Oqnre0FnfajRy56NVHujRDQ6TXXbnvvUicAEPJ2LXCTLbt1G6L1TXQmDu6G+DfqUv0cWDkHVuvhvP9C5gCkzP7YLZnYTfoeBwliFktNzCZEbSyCbWy9tc5DvSfYIWozaK6ZyXM2k92Tc+xG3ltRxQ/bm7j2teUcMyyXZm+IJl9HK2irP9xlDlC9rLlbZ9kMZFiNDMyxMdFqJNNmJNOq1WVajXGRmmk14rIYeu0a/eKCHX3f/VZV4K+FqR4aMUumrIdp1/UsPNt7H3SF0QGmdoujUPuet683OZLq7YntOXfD8pe036hICPpPg9wRULsGlr+SGHSSdJA7XBtoigvasZqHwh6SaTMybUgO04YkzhVWVLbWe+JBoFZWtLC8oplQRPvwSZKWpuf8if2YNCCTYfkOcux9e+5TZwSDdZSVPU1eXRDXEQ9ov9Od8P3WRm6ctYJGb5DbTh/JFdP6s2zZ+RiNuQwccG2nxwghaHr+BeoefBDLuHH0e+pJ9Fldp8dJkybN/qFm62YWv/cmo489kUETDmX58uV89913TJw4sctcrTHqH/4Hkeoa+r/2qhYteRf4pmIeZ3m8ePtNwpap5WhdUb+CGv0Ywhj5Vb+u35VUVeGrt2YTcWRx/DHHYI8GEAuWtxEqa2NNQEGXZ+aBQ40c1y+TOwcXdTxHSKHhpXWIgELO/41H50jtf2u9j/Xzq9nwfTXe1hAWh4HsYjuNVZ64W+uQibl9Ngqu3x3qYMlMs2fE7mntsxXrO9vfm+BMP0/ajAA7hBDz92Ife83kyZPFkiVLDsSle8cHN8KyF0BnBCUEk67oWWypSkLQBlo14Rgvd7MEk9r3ZGExOlKtuBWLQPTWB13S3KBjVtFkC2ms7CjQXoL/V1AVLTCYL0nkNm2DVbOhfkPUFVPSRLTSbg6m2QUZ/SGzP2QOiJYHatsZpR3m4faGWLTcZFGbsOZqgYuS67qyhILmYpls8dQsoFHhmVQXK9sPgEvuPkdVNau9t157tt56bfDC2xDdTi7XdzmQEUfSRb0nHF0LzM4Eafu2RvvemXbw+iWad0OyF0NsgEhVoXm75nofW2rXaANWMRyFmoCNC9pxkDVwr3mGJHNQBbzqJevX/oHq6rc5fGc/rJfN7fBMw4rKo3M288TXWxiYbeNfMyYwpthFVdUbrN/wJ0aNfIjCwnM7nFdEItT89a+0zHwdxymnUPS3+5HN6cjmadIcaCLhMK/86XqCPi8/f+gJqmrreOWVVxgwYACXXHJJlxGEAXxLllD2s0vJvOxSCm65ZZev/cg7F3HDyk8Q5zyFdMjFADyw+EH+1TKakZkD+XzyiC7/h6+d9yVvffwp5sxsbvzd7zAYtPe8rf9YilTrZVGehTsPMTAk08qbhwzB2j7tjSpomrkB/5oGsi8dhWVUtnY/Qgpbl9ezfn4VlZtatEHJMdmMmlZE/3HZfP7MGqwuU4oYTLYYpvnfYE/yuGYIIR5td7Lr29elQXMjnnRF6gthT8i6hPvy7qCqmjthlyI3WQi3aOuc4ZrVNxzLdydpVtFBx2vWZVe/hMXUUQj6dATHFGSd5jZsy06tb9oBdetAb9YGLiZcBifeCc1l2v1u3qGVm3dA/UbY9Hm7edSSdr8zB7QTttFte0GnwkWSJFwWAy6LgcG53YeWF0Kwtc7LfZ+s47vNjYQUFZNeZvqofG4/c1TfTOGzpwHPVFX77CeLzfbiM3nb19j1wI45Q5vTbsuBnKFQOjWxvfFj2DYvMR97/Axt4Epv3uMI2HuV7rwYZBmyB2vL6HMS9b6mjmJ261eJ+bIGK+SPThWz+aN6nd6lKw6qgFe9+Jx6vVuoqnmHkio/1umPdPg+VzT5uO715Swvb+GCSf2466zR2Ex6wuE2tmx9AJdrIgUF53Q4r+r1svOmm/DO+4bsK39F7o03HpAUJmnSpOnI92+8SuPOcn7yp7tw+/zMnj2b7OxsLrzwwm5FqxoIUH3rbRj69SPvhht2+bqBSIAB2xcQ0hkwjjwL0N4B3qsuI+I8iatK8rsUrUokwpwP3kO1Z3HyKadgMBgQQrD49Y0U1XmpzjBx/6FmMow6Xhw7sINoBS2CsH91A67TBmIZlU19uZt186vYtLiWkD+CM8fMYWcNYsTUQuyZiUH7/enWmubgozfC9edAe5F6eSd1aXbVrXVvIMsJa+qu0N46POyU/dfnHyudDVyYXVA4Tlvao6pam+YdHYXt9m9g5eukWPJ0Js0q25Ww7cVnQJIkhuTbKXRZyFAb43OcXZZ+fVO0Qsd5o7HgX97GdlbRxq4tpKKLoE9mlyY8rTmaWCs9TCvHxKgtJ7Ftzeres2D7Nx3nYxu6D5h20GDNgkHHaEuMSFDzMKhZkxC0a9+Gpc9HG0jaPY1bZ8dpZUdBr4X805cmBlvvPefAhFboNb2Y37xl3R3oFJUBmWdD0YSUfe+tqOS2d9YA8NiMCSlzgrdvf5RwuJlhw57v8KIZrq2l4tf/R3DTJgruvpvMn164l/+wNGnS7C7VWzbyw/tvM+a46eQNG8kzzzyDTqfj4osvxtyDR0TD448TKiuj9PnnkK3dZ5fojCU7v+FEdxvNQ08g36QNai+qXkSFYRJ2KcxZeV1HMF711ee0mGxku1yMHTcOVVGZ++pG9MtrwaTjr4dbCcrw1rhB5Bo7/l/0rajD/WU5pvG5bI8I1v91MQ0VHnQGmcETchl5RBHFQzOQDoJgk2n6Fl0KV0mSZgAXAwMlSXo/aZcDaNzXHUuzj9kd63Ca7tnVgQtZBmehtvSf2nF/JAgtFVFhuyNV2O5crFnPk7FkpgrZeHkAuEpSLOddznHeU1RF63ckkLQEe7luV/fDf1MFZ2zeaHeYXFFreK72d/ebnCo+Y/tiAbb2pjfBgRi4OpDoTVA4XltiCAGtFUlidhVULdeircewZifmy+ZH1zlDux4U2IspxnpEVbQ57yGPFok55I6uY3XupH3RZfkrqRb6LiI1NzcvosG9iMHVKsbz743Xe4IR7nxvLW8t28nE0gwevWhCSgo0j2cjOytfprjoIpyOVPEe2LCBiqt/jep2U/Lvp7AfddS+uzdp0qTZJSKhEJ8++Qi2rCyOvPjnzJw5E4/Hw+WXX05mZvdedv7Va2h87nlc55+HbWon7we9oG7pc9iFwHR4Yk783ctnE7JcylA2YZI7jzQeCYX46vPPEPZMzjjnHNSI4LNn11K5uoFTMo38UGJimawya8xghto6iu9gWRuNszfhM+v5eH4N4YhKTomdoy8axtBD8zHb/oemlqXZ63Q5x1WSpP7AQOB+IDnsoRtYJYSIdHrgPqTPz3FNk2Z/4m/u3A25pQxayjVLegxJBkeRJubKF3TuCivr4ajfJYRj2L8LojO67ixP8q4gyaC3aC/9skETBmEfILR9Gf1h6HRNmNtyo5GdcxLl3ZgjnGY/EGiF2rVRQbtKE7V16xOu8joT5I1IcjMeo0U2Nrvgw5s0K25nMQNUNSEgk8VkrBx0dyFEo2K0vRCNT5/oBUa7tuhNiekYCM01fOSZMP2vcaEthGDJt8cR9O5gatbN6A7TIoOu2tnCdTOXU97k49rjhnDdCUNTcgoLIVi+/Ge4PeuZNvVLDIbEy67n22+pvP4GZIeDkqf/vcspMtKkSbNv+ebV5/nh/bf4yZ/uYsmW7axdu5YLLriA0aNHd3ucCIXYfsGFKM3NDPrwA3TOzvPMd4cqVJY9VMpARZB9cwWTXjuUkBKiKf9eFGMpJu93OJv+g1FnZOnPlqYc+/37b/HZDyso6VfMzy79JR89uYrqra2cNDkP6+ZmZky1csNhAzmvIDXwm6c5wKa5FbgW1xBRBAsVGHhoPiOPKCK31LHLf0Oa/212eY6rEKIMKAN2b6gnTZo0+5bY3OiiQzruU1VwV3fuhmzN0SzuHY6JaG6OMeGoN3e+jglEvbnzNoYu6jusO6mT9alupHGXdpMmxAcfD6cdmDTSafYAs0uLXtw/KXqmEoHGzaliduOnmgWzM+IW92jAuKCnY9qt7ogJTaNNi7JsdGjz+ON10QBYJnuirSl57Ugca7Clzk/94MaEi3QkqAXWSrIO11W/S1ukgpHNWehOvhpVFTzz7TYe+nwjOXYTM688nMMGtZszD9TVf0Jzy0KGD7s7RbQ2z5pNzV/+gmnYMEr+/RSG/AOQMzhNmjRdUrVpA0s+eIexJ5zMtqZW1q5dy4knntijaAVoePZZghs30u/JJ3ZLtAJs3jGXiV43m8edS7YsU9/vv4SS7FRB+1HU24/C2M5TNxwI8M2334LNxYknnck7Dy+nudrL9CtGIT7dxqIsHeeOL46LViWismNVA+vmV1O1rpEjbHp0Bgn15P5ccnQ/9Ma+kTs7zY+H3qTDORx4DBgJGAEd4BVC7N63KU2aNPseWdYiP7uKgSM67n//t7Ds5UQgoQmXwOkPa3Oe+1IgobRL+48XnV5Ln5U3EsZdoNUJoT3jmtVQtkDLhd1aSdzibs+Hoklgz+lEXEaFZbLQNEVFaXuhubfx1mnzm6tXQf26lM+pqobYuv5u7N4IhdMeo84T5ndvrOTbzQ2cMrqAv503lgxrR5d1RfGxefN92O0jKS6eod0eVaX+4YdpfPa/2I45muJ/PIzOvmcBsNKkSbN3CYeCfPbUI9izs8kcP4WPPvmEiRMncsQRnfwvbkdwyxYanvo3ztNOxXH88bvdh6bFTyIDhdNuAuCHqaOZ9u1XeHXRQS41yDBDPW8ednLKcd++9yZ+q4uhpQP55rkyfO4wp18zji21rQzzKVRMzePG/vk0VXlZt6CKTYtq8LvD2DKMHD/AgaUlQPblo7EMT6fhSrNv6E1wpseBi4A3gMnAZUAPiU3TpEnTp/E1dQwk1BfdbP/X5o3+ryNFc0I7CrR80P6WVIv78NP65ucg9jld87Y2H3fyFfFdlZsfxy+5OYTJzA0M4Q+Pfos3FOG+c8cyY0pJl1E9d5T9m2CwmtGj/4kk6VADAar+9Gfcn35KxoyLKLj1ViT97iV4T5Mmzb5jwexXaaraybSrruOTzz5j0KBBnH766T2mjhOKQtWtt6Kz2ci/7bbd74AQlG5bwAZHDiMKtMCQdp2MV84EITDKEiHZiKp4yDMl5psGfT4WLluBbLbh21CKrCicc8MENrtAvFNNtVPPcWYbbz+4lJptbciyxIDxOYycVkjGTjeeeTtxnTEoLVrT7FN69V9PCLFFkiSdEEIBnpckacE+7leaNGn2JWlBmOZg4GCzuI84HSxZsPRFGHIikYib7RVP42pTeUz8kRdeWMKIAgevzzicofldz/ny+8spL3+G/PyzyMw4lEhTEzt/cw3+lSvJu/lmsq64/MeXPzlNmh8BVZvWs+TDdxhy9InM+2EZ2dnZXHDBBd2mvYnR9PLLBFauoujBB9Fn7b74q9/8McVBH/PHJlJn/WPrRpCMjDW18ci4Q3m5soHaUGpU4S9mzyRksWP35GI0mDjzxkOoc8g8+tl6/ulWWaJEqHx1E5kFVqadN4ThhxVgdRrxLquled5ObFMKsB9R1L47adLsVXojXH2SJBmBFZIkPQBUA2nfpDRp0qRJs2+56FW8rUE+f3YN0391PzZXH/QKSEZv0vL3Ln4aPPWUrb+LsBzhsfIbmVdTz+XTBvCnU0dgNnT/Ertp81+RJD1DhvyR4LbtVFx9NZG6OoofeQTnydP30x+TJk2aXSEcCmpRhHPz2R4GWZa5+OKLsVh6TosWqqig/pFHsR9zDM4zTt+jfrQsfBKbJFFy+G8B8CkqL1R7MPo3MvPwU8mxWPjb8JKUY3zuNpZv3IQkmyiwH8L0X4xj+ep6rlWa+cvWAH4ErtG5HHZUMQWDnPGBs2BZG81vbcY0yEXG2YPTA2pp9jm9mfRzabTdtYAXKAHO25ed6ormqkq8Lc0H4tJp0qRJ0yNut5vnn38et9t9oLvyo2HJR9up2tLKko+2H+iu9I6Jl4EaIbDsKba3fM7i6omsbhvBc5dP5q6zRvcoWhsb59HQMIcBA65FXVXBjhkzUL1e+r/0Ylq0pknTh5n/+ss01VShDhuHx+NhxowZPaa9AS16ePXtdyDp9RTcfdeeib+wn+KyRSzMyKM0ZxQAL1U24BNGDjVsIseS0+lhMx97BsVkIVsMIiPXzswHl/B7dwM5IZWpTQo5x5Zw3OWjKBzsivcv0hyg8aV16DNMZP9sJJJuH8YRSJMmSo+fsmh0YQkoFELcLYS4SQixZd93rSOhgJ/v33ztQFw6zQGkNhjmnGWbqQvuYaqVNGn2MfPmzaO8vJx58+Yd6K50y9oGD6P/8RXrGjwHuiudEg4qPHXtXJ749Ves+aYKBKz5poonfv0V/7726wPdve7JG0GkeAprd75ERJIoazubT284muNH9Bz5V1VDbNp8DxbLADJW5FL+i1+iz85mwKzXsYwf3+PxadKk2f94mpt46ebfsuSjd7FMmEZdYxPnnnsuJSUlPR8MtLzxBr6FC8n7wx8wFBTsUV/8a97CqoRpHKEFXfIrKv8qq8IQWMslAyZ0aC+E4MtXlrDT24guoEBTCdXb25hzRg41WXqe9JhBL+M8sjjlODUYofHFtQhFJfvy0cjWdG7WNPuH3kQVPhN4CC2i8EBJkg4B/iKEOGtfd64zVn7xCSu/+ARZp+PkX1+P1enCmpGJ1ZWB1elC7sU8gjQa9b56/vDNH3jomIe6HIXrC/x9YxmLWjz8fWMZ/xiXjgu2tzhYnv/2Bg+XLdjMy9OGMSCn781S8Pv9PPTQQyiKEq9bsmQJS5YsQa/Xc9ueBNnYR1z3wWo89X5++8Fqvrxi/2c8CwUiuBsDuJsCuBsDtDUGcDf643V+d9eDVLYMEx89uYqMPAsZ+VYy8qy48qzYMowH1E2tri3AtTOX86sjB7KmbSjjB21F1Jfw5NWXIMu961dFxfP4vNsZsuI8qp+5FeuUKfR77F/oXK593Ps0adLsLl/PfIkyYURfOACPP8gJJ5zQq7Q3AOHaWuoeeBDrlClkXHD+HvfF88N/aNbpGHLI5QC8Wt1IUwSy2j7ghNKn41MvTvj5KKq2tLDovW1Uez9DZBkptY3lyAvH8pwtxA9VDTxQnE/ml1uxTcpHZ09EPheqoGnmRsJ1PnKuGIMh17rH/U6TprdIQojuG0jSUuB44GshxIRo3SohxLj90L8UTEMGixuPn0huW0BLm9AJZocTmytDE7KujJRy+229sWMKgj2lNhjm6rU7+M/oASnR2voi9yy8hzc2vsEFwy/g9sNvP9DdSaEhFGHCgrWEO3nOOuDuocXkGPTkGQ3kmfTkGvQ49br0/Ipd4KGv/87oebmsPaae3x/7xwPdnRRUVRDyRwj6wlw1by3zsvQc0xThqWmj0BtldAYZnV5GH11LvRQGu4sQArfbTUNDA/X19fGloaEBr7frXKImk4nc3FxycnJSlszMzF4F69idfoaFIKgKAqpKayBCnTdIvUdb7pm9GqmTn04hwZc3HkOuw4TTrN/j71HIH9HEaJMmSDVhmlgC3lRhqtPLOLLN8cUZXW9ZUseqjY28PdXOed97GJBrw5VjoaXOR0udHyWsxs+hN+k0MZtnjQpaC66osDXb9v1v8S1vr+K1xRVaedJjDHduZFrrYRgufL1XxweDtXz/3YnkvJGN7utaXGefReE99yDtg/9TadIcDNTsrODFZ5/h8iuvIr+43145p1BVwsEAoUCAcMBPOBgkFPATDgQIBwOEA4F22/5o247bjTvLAQjklxLOzAVJwtBSj7WhihtfeafnvgjBzt9cg/f77xn03rsY+/ffsz+urQr14VG8lJ3HpdesJywkDl+4jjbvRk7Xfc1jJzzGp/9ZzdZl9UgyCBUUmmjKXUmGycQNt93GszvruW1zJVf1y+V3OyK4vywn/3eTUsRpy8fb8HxTScbZg7FPTQdjSrNvkCRpqRBicvv63gRnigghWvuCIFB1Jr48/iju8+g4+uLL8bW24G1twdfagq9FK/vbWvC2aHW1Wzfja2sh5Pd3ej6jxYotIypknUniNiNpO0MTuwazpVcvc/9cvpUr5jXy96DCfYcNw7QvcwfuIp6Qh1pfLRd8cAFhNYxTFlyTG+TFzbOYvXE2eknPfUfdh0Vv4f/Ze++wzarq7v+z99mn3P3pfQpTgBkZQJqiBEVABbHEIBpj7C2KibEleS0BS/QyUSPGEpXkh+ZVEE00KhhFsKCigDQZRmYYYOaZeXq72+l7v3+ce54yfRhQzO/5Xte61t77tH2fc+5zznettdfOqRye8ubL822WhyUf2Qd3msT4tRp+rUpQq+LXqtRqVbY1ArZGhgeExUMqxy6vRNVbZMEzJpsmwxhUEpNKi/ds3bXP/pVOqaQx7SalXRi6pKBLSbpdmx7PoT+fo79QYKBcpL2Qx7Ie/akk6ju38N0PvZ2L3vMJCkPHPur7fyQwxuAnPvW4Tj2uc/F/X0ysY/5y16s5obmO4Z/PsenhTTjS4Scv+Qk5lUOKR+e+TaKUsJkQNGLCZkzQSJbosJEQNGP8ZsJEFDNqUiaEZtKGm07IYaSAzox0/LjTZuNvtyKMYcPOCCcBJ9bYicZLU1yt8bTGMwk5neLqlJxO8EyCp2O8NMYmAZECSSYmKxudYEyM1gmxTgjQRBgiAbGQxJbCLP4vpyky8pFhgBv6yCggLncw19XPDRtP5/zNt1KcnULPjDNrNGOjo8RJMr+5kBKnXMFpa8eqtCEqbZhyG2mpQmQ7BFoTakO4SPuJphkkNIME349pBglRkBCFKUmYkoYpOkwh1ohIZzpdylL3PMHMojKAMHDex7PwZikF+byiknfoKjj0l1yGih6DRYeuvEN3zqEsJF6oSWox9dmQ2kxIbTaiPhdSq0ZEQbrkuJYSFIsOxaLNqhVFCgVFMW9TyCuKeYXrSITOLPm0pPafWwlqCXc+McfObsUdm3Ksv6PBCX7E0AfPwmhDfTZkdqyZyXiT2TGfiR01HrhjIttXC17Rnie1e8hsW2+eSk8O29n/8yyIU6Yb0bzMNKMl9T3yqwenWXyWj2u/n7WdW5ndNoA9/iMI5sA7tMd0210fpO2KBOu3Y3Rdeildb37TY2aIq9VqfP3rX+fiiy+mVDpwduNlHD7qM9N895Mf5aK3/g2FtkOPa1zGwaG15hv/8WV8I7jmqn/ngoueR7SHWIYBcRi2JCCOQuIoIg5DkigkiSLiKCaJQ5I4JomiTMcxaZK0Hn5ifs5yg1jUtmiZEEilsJSNtG0spZDKRrolZKGNWqlnn37Hbd3UOw8v3Lf63euo33QTPe9619GTViC966tYGKaPeyaWtPjyrklGo4TK9New7z2dT1974/y6pmXzq+fuAil5/osu5nsTc7x36y6e3VXmfat6Gb/6VrwNHUtIa+PWUeo/2UXhzP5l0rqM3wsOx+N6JfBD4G/JkjL9JWAbY9541AcX4tnAJ8mcaF80xnzkYOvbx200nZ9rjXE1CR9c7dGbKzGQa6PD8SgqScmycKVY8sKPw4Dm3FxGcBcR2z3E119EgIP6/pOqKMclX6mQr7Rht3VQ7+pjpq2LyUKFMbfA9dpBasN77phFVO9ElE/mY5va8BWszLt0uzadjqLbsem2FV2OortV77KzcsGSj+hDRRvNdDDNWHOMscYY481xxpoLek9bM2lm5x2DI+BlJcWmcp0754pcVUuyh/dhwLVcPMvDs1xc4eCgsI3C1hYqFVgJWJFBRhqCBIIYmjFR6tIoDlArDTJXHmS23M9spQ/dIpBWmtBVn2GgUaPfDzhzaogbB1xuGnTAxCBsnrcz4m/ua/CD/p8zLaAubGo4VKVDzXKp2S51O0c9V6CZK9LMFZYSjj3XM44oBg1KoU8pCWlLYtpI6cDQaQm6laTbdejxHCr5PG4+j5sr4OTzuPkCbr6Ak88h9yLx/9/fv5PPnHQhb77rOl5x+T8e8bVcjFSnNJIGjahBPa7TiBvz5HPvtkbcoBHWCcMWzAAQAAAgAElEQVSAsPVCj6KQJIpJ4gRbWzjaxjE27x5+HfZ+bFaRiHnl2vfStHyU41BwChTtIkVVpESFkmmnmJbJmxJeXMBJ8tiJh4ocZOQgQgsdCHQgSHxN7Ot5j1hswVxeMpeXVAsWs3lJtSCpliyqecmcK0j38pq6QXa/Ro6HkRKhNbmgQaFZQyuHUDnEtk1ku/u9xvuDTBOcOMKOI5wkxk4T7DTF1hqlNQqNs6ctTbDjGDeIcMMYL0hwA43na9xI48USOwUjFMKk1Dsn+MmmJ3DPyhPYtOM3nH3PXeR2T5KKBlYaYKREOx7a8Ui8AolXRLseYq//fShsaiJPVeSZw2NGu8zEHrVEwQH+o5YUuEqSsyV5yyJvCYrKoiAFZSEpS0EbknIj4YsypF6PcTd1Et49hSrbnFTwGJOGGQzVNIXIUGlqKr6hLTSUI6hoQUULylrg7dWPBEMowUiDJcGTgoIUtEvokpJeIci1jCEGCCU0laBpgW8JGkrgW602BU1b8vH1zj73BICtDTfcGtLW5mF35FCdOVSXh+rIoTo9ZN4mTTTVSZ/ZcZ/ZsSYzY02mRhrMjTcJ9wpDTj1JmJPUbJiRhlGdMpxEjKUpej+nWwhozzt0FBw68g55R/LgZJPh2SZaa977pI/R7U5z5uqP0/W1P4HnfBxOf81B78vJzdez+81vxZ5Q9H/wQ7S94AUHXf9o8Z3vfIfbb7+dU089lYsuuugxPdbR4LHwuD0SGGNIk4Q0jkmTlsRJS8foJOGX37yWbbfdwonnPovzX3fp762vj3cYY/B9n1qtNi9TExNMjY0yOzNDvV6nFkbzpPLxCCHEvKRpumBc15ruQo6Xv+nSQxqEkulptj/nIuwVK1j91a8gjjYCxxj8T25isz/O7Eu/yllDT+dJP9tM1BzBGflbXnnrhyi4eSJ/wahY6KvykLmD/lKeM17/Fl54x1aOK+T4xhPXYm4bZ/a/ttH9+k24a7Jpc8Ltc0xceQ/uMRW6XnUCwnr8XqNl/OHjQB7XwyGueeDdwJ50hv8DfNAYExxlhyzgfuB8YBi4FfhTY8zmA22zhLgeBNIkuCbAIyRvQgpEFEkok9IuNe0CKgJKAspSUJGSkoSShDwGFUWYZshkVbA7cJmMXKqpR6Q9jHFxcKjEhkpsaIsM7aFmIMg+0L9XuZsvndrLK24f54K5LJlG2vqoC1ofaU0l8S0ILDHfFliCSBq00CA1UmosGWOrBpacQVizaGsGLedI5CyBmMOXVZqmRmRq2NLgCnCFmNcFyyJvWbgSHGFQIkWKGEmy3/NmDCTGI9GSRAviVBAngiiBKIWwVQ61IEgFgREECAIDPgJfGHygKaDm9FB3hgjdIVJnJYm9Aq0W5iWT6SxWtAMV70RFO1DxDqx4BEGK0QqjHYTVpNr9lxTiOV6f3MDn1Xk07ArliU9h5s7AMQ6OsbANWCRoGRFZTZpqDiOaKCIcHeHIErboxpLtCNmBVhVSq0ykSoSqgO8U8Z0CvpPf78vSjkIKfo1CMyNNeb9OoVmn4NcpxyEVHWGNj1LwG/zswldy68BKTt+9k2dfdzVKWAw+8Vi0VBhpYaQkFRItJdoIUkAbg9Yak2ZGCKMNRhtkKrGNjWMUjrHniadjbGyjcLSNu6eubRRH9uJLnFl2n/gZBu5+E2qv+dxSY4gxxAYSDYmBeF5a7a1yU2rGc5qRAowWBRNFyUzeopazaLqKwFEkai+ibDS5oEmxUaVSnaFjbpJKbZZybZZyfY5yfRYribnhrOdxz8ZTUSQkKE7Ychcrdm0l8PKkliKxFLFSxMoltB1ixyVSDrGySZSDlhIF2EZjGYNlDLJlokksi8hSxJYiVA6Rsokti6R1nQ4LxqBSQ2KJ/d47whjWDYfYSYqdRKgkxE4CrMRHJU1k0sBK6lgmQUqBFBZSSoRUCKVQGCytsXSKlWrsyMKJPZzEw01zONrDMy6usJDSYAmQApTIyhYmE6GxjCatN/inrl7C1UW2rcpx7IM+K7c2uHBuFqe9Fz8WNP2EOFl4L6QSQlfSKFnM5CVTOZhwYFpBXYEvIcpORstZITBKgCVASYy1UBZKoA9wrg50fmntc2+4afbsLQWafKBxwhQVaIhTdKKJE0MzSpmLNXNxwh4HrG2gPRW0a0m7FnQj6TIWlRhsvegAAmTJxutwKXfn6Ogr0DdUZGBFmXK7u8TY8O7/uoebfn03f3PqpymWx9g8+TLe8qLL4HNngVTwhgMn62refScPvu5lEGtWfvpzlM48+/DOzZLTZAjDEN/3Dyp33XUX+3vnCyHYuHEjSils257Xi8tH0vZohMEnccznP/ZRxv2ILldx8SUvzshjEu9FIveUD0Ask4xYJvECyUxabWkcLynvs/9Wm073/85cDK1sgoE1eLseQKYJQgie+Ozn0tbXT1tvP219/ZS7e7H2fhb+L0IYhksI6WKpVqvMzc1SrzfQWu+zrUhiRBIjdYqjFJGwsvdGK6bVw/CE44+n0tmF7TjYrovtuC3tIKTMnp0tQrmnvL+2wykfbPlifOqDlzOVGCzLIk1TOpXgLe/5+0Oeq11vfwfV73+fY77xdbxjH4XorOHb4Ivn8g8dgzxz43f48vYprllv07X7Ck5JbM781UvQe0XgzJRuIvHgj1/5Kl422sSTkutOXU+XUox94naEY9Fz6ckIIUimfMY/fSeyYNPzppORuf+99/EyHh84YuIqhPiyMebPhRB/ZYz55GPQoTOBy4wxz2rV/w7AGPPhA23jHLfBdH72//KU+Mc8c+Y7pLl2fGUTWA6BdAikRyBcQpHDJ0+Ah08en9w+OhTeYfXT0wGuCfFMiKdDXB3hphGujnDSCDuJsdMYO8m8NFt7B9nibODk8A7+6ME7Keo6XSgcy+BKgy1TbEujrBSpYrAijArBCrOyFaBVhLFCjDz0y3IeRiBSF5F4iNRBpC4kLqQuJvEwiQOpi05c2izwO+8jLO4CmYK2cBr9eDPr2BVrUhVgVIhQAUKFSBUiVYSlQpQKUdaCx6JGkR2sZger5vUuVhCLbFyWZRL6zS76zS560110p6N0JONYOiDUihCL0FhERhAaQWQg0qalI5JkkhfKkIGBOsPDJa4OFRqHVGiMiNEiRkuTEUCRGQm0yMbsGbLvXk2rnN152blCIbAQyCwiKDuFpDJPYhVJRRlHdKHoxpIdGKutRXaL+HYe3z7McWfGcNZYQD41FBIopFBMREtDLoVCYua1m6Q4icFNUywNGkNqDAmaFI0WGm3Ifj8GTbZO9juz5SkGI9LWudBoYzCtdi1SDIYVDswe/yP+qeeZvGPie3RueyqjJkSqBGmlSJlgyRQps7NWdTxmnBzTdp4pu8Ckk2PMzjHu5Bi3c4Ry6UvM1Qk9cZ3upEZXXKUrnqMzmaUjnqYjnqaczqBlSGLFRDImtvZIQqQyvbEU8UnxTtqY4Rn8gBs5n1na+Svzj/y2mUcgEIDMriK2kSgEymRXVpGFciAMAgMiuzc0pnV/mHmPmgCEMPNaIwlxiYVLiEcoXUJcoj114RHgEQqXkBxzlLmfDUzRiREWwmjyNKgwSz0pkqBIhUILi1RY6EcYbr8YwpiM0LaIrUpNSwQqlahUYKcCKwWlDSqFe1Y5Wfj1fva1aswnUobIFsS2JLYtImWRHEHYuEVmGMAYtIY0s8wgkswCImKDiFJklECYIiKDTBJUkqDiOJMkppBUec7O7/PjpzyLuzeegdUyXKx78D6OfeBevr/ifIynMK7EeBa4Fsa1MoK8F9xQUwxT2gJDZ5jQG/kMJTVWm1nWiSmOsWfoztWwcikhFebCDmb9CrONIrP1PLNVl7mqIkkW9q1sKFYEXiFl1/238ev8AM944ncZOOY2oijHP133ei6avIGLz1/Byh3/wY6nfgr6T8YtFPAKBdx8ESefo3HTjxh+21tJijGdH38Xfae/kiAIDklA9ycHM0Lbtk0ul8NxHJrN5vz6QghyuRyFQgGtNUmSEMfxvD6UYftAkFIukNkWkbWkbP1fs/tD6BSTppg0wcQxaRyRhiFpGFAttmWEZW9oTW7n1lbF7HmoI+b7aZbkv1CWQiqFtCwsu9UPS2GpRWIpLNtGKQtL2a2yWtDKxrId1KJQUWXbWQipbRMHAZt/ehPbZ+tElU6cuUk6owZuLkd1YoI4XLDxCykpd/dkRLZFZtv6Bmjr7aPS24ftPPbzFD+SMPEkSajX61Sr1YMS0yiK9tlWApZOMaEPUYiMI0QS49qKto5Ounv76F2xgu4Vq+gcXEGpswshJZ/76EcYbfjz3sy+Yo43vvNvH+WzcfS4+uqrKRaLnHbaadx2223U63Ve8pKXHHSb2o03MfymN9F16aV0X/rmo+6DMYbGVy7F2XoN/zZxJZEu8bnntVN0IprDr+WT5/wzJ+jT+cZHb5sPEQ7tHVQ7H2KoVORLZ13EWBTz7VPWc2zBw79viqmrNtPxkuPIn9yDDhLGP3MXaS2i980no7oOPS/tMpZxtHgkxHUzcAHw38DT2StGzRgzfZQduhh4tjHmta36nwNPMsZcutd6rwdeD7BqfenUp37u7xgLVnDWrw48I48QGikTpEyxrCT7CLeyurQSLJmApUmUJFGKRNnEKvO+hMomsmxC6RBaDqFwCKVLIF0C4c1LRoIzMeLgH6E506BInRI1itQo6AYF0yCvm+TTJvk0IJeEuEmIl8R4UYwTS0hyiNSD1EWkOYTOQ1oAkwftgckh0hzoHFI72Ye7AUcbHJ15FhzAaWkXgQPYQjC64Srmhn6E0AojEyo7n07fllcs6XdsDDGZNyXE8HBO8kDJYntZ8FBZ8FBZMeMtEJZyFDHYrDLgzzIQTtAfjtCVjuCoBkIFWMpH2iGWFSHtCMuKkSrOyJKKf2eRQWae1YrMR2QEILL2Vt206oY967FQRxAbRZUKc6JClQrTXoWfiqexixXoVuhomSptTBOZHCGt+wcPfYj7ZQ+kSfFa5peD6wO35QhwW9ojQLJg6f43XseNPJOzuZEL+A6TdDNFN5N0M0lXq97FDO373ONlM0sXE3QxQSeTrfJkqz5BkfrCA8MARrbOrUS0BJNRzqxNLKln6xsSp4pW/p4hzsi4gAnaiIwhbZH6jIqz5PpJI7GwsJBIk2nLWPPLW1S1tQ0LbfP3BPPrLLlPWuuJPW2tcqcu8M+DG7jBecq8d/i89CZeG15D4Myg1FIPg0YQaUU9cqlHHo3QoxG5+LFHlDhEsU2aOCSJg0kV4GAsj1S6pLJFoK0cgeUSWg6x7ZIom8R2SKXVEpmJyHQiJbG0iJWLlmJ+3LidaAphAzeNsZN4IYQ6ibHjECcKscMAO/axkiYi9RGmiUmbYJoYAmwd4sQplhZYWqK0RLbK0kgsbWEZgdQSaQSWFkgNcs8YM7HnmoCUFkq61HoHuP4Jp9Ofe5iL8tfyneaLGPFXceG9t1LavZNQxMSWBiWwHJui5+CVKqTFEs18nrqXywwuVoFplWfKyjOp8szY+5IDR2s645CuuEF3MkdXMkVnPEE5HqcSjZELx/DiEGNcYpnHSA9p2QjLpn3dLxDSMEMb/8LbeAsfp41ZdKrY8h/H8Rerf8rd9RV8v3oyxlKZSMnanSOcuOV+olXw8Esr3LX9mehDGAls28bzXPK5PPlCgXw+Ty6XO6h4nodtLySn+va3v83tt9+OwGAQnHbaafsNFzbGkKbpPImNopBGtUqjWqVZq+LX6/iNOn6jQeD7BL5PFAZErWEKcZx5NtNUg5RZFIOQGCGzeksjLZCt/9MfQHjoYu+bEIIwDA+4zdDQEMIYdJqg45g0CknCgNj3iZsN0ihCGJ093IzGzeUplEoUKhUKlXZK7e2UOrqodHbh5vPz3uyD6b09gntjcZj4hRdeSKPR2IeA7k1Km83mPvuxLIu85+FYEpkmmMAnrs0Rzs4g4hCZRIg0odLRRefgEB2DQ3QMrshkYIh8+eDjvj/xgcvJeS5nn3seP/nhDfhByF+/99CezMc70mqV7Rc9F6utjWO+fu1RJV/zaxFbbhlly80P8cfmJTwYnczPV76Z9OyTed/EBOdbP+WB4a/y38+4nuuuuJfGXIhODdIWTBRvxMiULc98ITcbm6+etIaz2jNDxsTn7yaZCuh712mAYPKqewm3zdL1mhPw1rYdvFPLWMajhEdCXP8S+AtgDbCLpcTVGGPWHGWHXgQ8ay/ieoYx5i0H2mZoqNd85MOnUnAi3LtfiYfd+kDNPnwTo4lNSqoTUh2RpgE6CUjTBmnqE6UBSdokSnwi7ROnPhoNOAiZA+EhhAcyl2nhYSwbbUkSWxDZBt+JaeRCas4cfm6G2K2TOiG64NHsfAFbnGOJhYMyMYPJbsLwLnwcElFG0g6yTGoVia0csXXgB5aVpnhJhJfE5JIYN0mxkxQZaXSsiUJBI5TMBhYmNlkylsTMW7TzVkLOTrFtjbQBV5J4FrHn4OdyfDz9DDIZ4GOlF/GO6rUIezdXR2+h2w/x4gRfKWYdxUTOZnfBYVfBJmp5MyxtWN1IObaqObauWV/LpDPa/70U65BYRy2dSaRDAiICExOKlJCEyIpJ7JhURWg7IeycYXDFfVQqE0ip0VpSq3UwOb4KEg8hMk+ikXqRV41571oWtqhben/LDVJkFuEWrWIPHUHo7IMCQ+aj2+PbTDGk2T7QrfU1Qqb8Z99L+ZF1zjxxeXpyIxePfgWdqnnioxEk2PgiRyQ9fJEjlJkxJJIegcy8eIFsefmER9QynETSJRQukXQIpUMkMh3Lw3/xKR2TCHXQD0SpU8pRnXJYoxTUKIcNSmGdctCgFDYoBA2Uzj56tRFoY5GYzJOYGEWClbUJRWKs7AO1BUPmBbURuMbgoHFJcIhbkmALg0SwU7isXf9L+vu3orWFlCkjI8fywLYnAeAaQcVIisaiYBQ5bZMzCoVCI0mRLeeLQBoxn01XtDy0skU6F/dtXu/FZxfaxT7tCIHE4p/OtCnlHuDc9EZ+aD2DRnM9n7o5S96hrYDEmcP3JqnmRqnnJvDdKWJ3FuNUkU4TWwV4KmZ/CZJ9DbVUUE0FVS0WyqmgpgV+KEjqNrJm0+YXqYRlikkJzxRQMg92DtOKEvjJupPYPLAaRUyCzcbdD3L21rta2ToWkpIcPQxC6Mxo2DIYLuh0oX6AZb19DyD2kwLZGPD9MkLolpFS76d84F4lKGZoZ5Z2pulghk6m6WjVO5mhgxk69huVUzA12pmm3czQxgztZpaKnqFDTPBz64+4jSdzjvkBF43/gAcfOJU4yfFCrudYHuRjvI4YG6E1p955F2vvv5+5DXkar59j630XEVZLmDjChAFp6JM2m4g0hjRFpAki3fPcWYCTy+Hmi7iFQjYOP1/ALRRx83s8u616q+wVinz/JzdTH91N7b47yR97AvmuHs58wvH4tRpBfUH8PeU97c3GAbP5IwReoUiuVMIrlPBKJbxiiVwx03vXc626k8vPh1wbY0iSZJ4of+mz/8JkM2RPKrHOnMvzX/oyjDFLRGv9e20Lw5DNd93J4tefDaxYk30i7SH/B9JJkuw3dPaRQgixX0I7NTV12NsXCgVKpRLlchnPtpFpgg58ktos/uQE9dFdNGem5h+BllK09w+2iGlGUDsHV9DeP4DtHl502/9fMPLe9zH7jW9kczNv2nTE2xttGP7tDJtv3s32OyfQqeHUlXfw5Oj9vLFngPe+/Cb+5DfTFC1JfeureHb5uaz66dnoxNA5WKC9v4DvbuOWu2/FqSuueM5FXLFhJZf0ZUO5ol11xj91B5ULj6F09hCz336A+s920/bCdRTP6H+0T8cylnFAHHFWYWPMFcAVQojPGmP+4jHo0zCweHbmIWD3wTYwWrFt2xmsjjpprw+wtRQSa4WOJTKWeNH+0wsZY0hFTGg3iJRP4AQkJiQ1Ptr4oAOE8VEmwMHH0TPYaYBKFsJeVEvyQCcgpcL18ii7glCK6tRubn7pHImjsE1EgmLQ38lTv3Ir6zpPx03ngDkMhsQYmmhqwjDtKqZtmznXZs6zaXgOvucSeA6x6xI7DpHrUvNyhLZDaDst78S+EFqTiyNyUUg+CCgEAYUwoOAHFEKfXDUgH/oktWGqhedzzfoO7ioX+EjwPI6fidic283EYD+1Yvf8PvN+ne6pHZy4fZSeqVG6p0fprU7iKYNlC1xlE1iKzZaDlAosByMdtKXQQpEIRWxbxEhiIYiEIMIQ729ODiCjkK0X3UyRzs7dtLWNkaYZcQnrXYjhs3BRKGOhWl41hUGZFJsYRYxDiI2PY6e4Dnh5C7fo4BQLOG0VGu097K508XDaxsNNxcPNiOEwZqdJGFEQ78UeSkFEeyMk74d4fogMQggiEj8miTRNbVPpMDwj9z+ck/yQm9S5TMareOe9l2GZFMukqJa2TIJlNMokrbHMOhuDKDSWTHFMgqtjHF2noqfx0ghPR7hp1m6RokQWkinJQqQTyyZSNpFtE7XGa0bKIbKz8Z6h7RLbDrHt0PAKjPd3MKfa0MLCMgkrwp1s2vwQg6FPBY1yHIRy0JZNKhQhRYI0T2DamZQpYaqJUz3/GS0ATBYq6ghwEBQXefwtNNLECB2RtgwZxmj2ODfDliz+BwuR4tgBI7uPZXR0PX19W/GcAG/nViy/gUwTfMAHJg5wNwEo10U6CmwLrQSJZYislFDENEVEA59AxiSWIbE0iWWILYPtuhQLFcqFdtqKnbSXuugq99BT6ae3MkB/2yAd+c75DMwzX7uAgYlBCrteyqbBmxnJ/5jet32DtBrhz9ZpzM6hZxu0VQPKtRg5aXCaEjde8IYZNKlTI3JnqHqj1HJjNL1JYm8G25mjy2nQ5/i4XoS9z1CCAG0gNDVCM0mgFaG2aKaCZmgI6xbJdInQOYmnNH7Bc/Jf57vNixl1BlH2dqSTYiuDZWuUMigblG2wbFAqE8tKs8gVkSB1jDAx2b87mQ8vF60oF6x4v8TzoDAWEhcpcgh68OMZLBXNe9yTME/BOw7b9dCJJEkMcaBJEoNOgFQiUguZWlipQmoLYWyMtjBGorXAICloSc4I+rSFNpJUa1IzRaqnSLUh1tAQihknx6zjMWfnqTk5qq5Hzc0x5q5ku3scTdfLxvAuwo3iWdzY9yysrphvt9l0hMfh3fBG/vL8YxDHvYDp97yHxv33U/yz57L7zP9kaOXLOfeC9+17KrQmCnzCRoOgUSdsNgibTcI95UaDsFknaOwpN6hPTzM1vCPb5mBEk8yAFN79K0Lguhu/M9/u5gt4xSJesYxXLNLW25+Rz0WEc29C6uULiKPMoC+EmB8vm8vliKOYvmJuicdt5cqVR3WMxwqWZfHrX/96fpzjSUeY9Gqxd3uPDhp1ZsbHmB0fZXZigtrUJLXpKWqzM/j1+ryByQiJ8jy8Uhm3WMYtFLDzBZSXQ7kewrJIkoT29nZGR0ep1+vzx+3u7ubEE0+ks6MD4pC4NkdzYpzZ3cNMP7yFyd3DS2ZlcPMFOgaHWHPSE+kYGKJzKPOgVrp7kY/B9F7/29C45RZmr72Wjle/+ohJa2Mu5L6fj3Dfz3ZTnQxw84oTnjbIxrMG6Lzps0w97DG34kR+Xnd4yI/4694q189W6L/tyaDgBW9/Ip0DRYYf3M4X//2XiCjgX899Ae9Y3TdPWgFqPx1GuBaFM/qo/3KE+s92U3zqwDJpXcbjBodMzvSYHVgIRZac6Vwyj+6twEuNMfceaJuN/evN+17zLiZ1SK35BHxPYnIWTkGRLzq0lV16Ki4D7Xm6Kg65ooNXsPGKNrZrLbHs1sKE8WrIeDVgvBYyXguyei1krBowUQuZqPokfh0vDfF0gJcGeDqgSEi7jKnImKLJlqmozvefdxZFv8rG2+9g86lPpO6VeeZ/fHPJb8jGWrZCUYWYL+95CQkhkEJmiVpayQYsIbEsiZISLS2aXp56rkjDK9DwctTdHE3Xo+lkEthOJirTYSt88JAwhlNqk/SHTXqjJr1Bk1wckqQpUZxZwcMoIkkOPfZWWRLXUXhK4iqBaxk8meLKFJcIjxDXBLjax00buHGIk7SyvUYJtlFI08mPnzDFTGIxPnIcPf2/pU2lPOPePKoskMUcslxEtrUhyj1Q6oNiH5R6M53vzELRjhDaGEbqIQ+N13l4usGOWsCOIGKnTtktNaN7ZcCVJvPHfnTXq6mHDtePncMFvTdRdCP+puPzkJKN70sMMtGUDZQNFLTA06BSg5UaTGqIIk0jSqmHCbUgIUwObYlXUlD0FEVXUfJsSq6i6ClKrbaia1ERCR1Tu6mMD9Nz1af48Adezc+Kf4Q0Gi0kZ9V/wt//3ZW8/82fZVc1YqwakOilzwZXSforHn2eTa+06E6g00/pqsb0aEEPkpKSOP1F7IEC9kARu7+A3VdA7jXlSJrERL6fSeATNZuZ9n0iv0nk+9Rnpth+7zQPO/XMGygkq6Miazd1U2hvx3a9LDGH57XKe9U9D+UsTaJzINSj+pJs3HuXx5vjTPqTraDkxede0ZPrYaQxwuXbX09V1Phe5WaePXcWZVPifWv+Fc/yCNL957KzpU2P081KOcggffSZbrp1O+1JmXJUoBB6uIFCNQWikbIo0htthSTOHGmxhq7UM52vkbizJPYciZwhYopYT7Nkw6OA0DYydRGJk2nd0mmmpXaRMocQDlpbJIkgigx+mOJHCc1YExhJE4uAzEOvtSJNMw0WhXyeSqXC7pERjl97K53996GNhRQpUyMb2PLA6awYHMRvNgkCnyiKidOF5Ev79NmAjUIhsQwgU7Rl0BKwsuerg8IzNp6xyacO+TTThdQjpz1yxsNl38iGRMC2ouQjpw5zn7OWVCikSTkjuJv3/WId96K44PUn0PVfZxOLboZvKhFs2ULvu9/N9uO/SbP5IGc++YfYdvlRuT6LkRHfgLBZz4htoyYXk+YAACAASURBVMHs+Ch333A9Y9u3odMUSymGNm7iSS98MZ2DK/AKxWUC8gjwSMY5Hg3iKKQ6PsbM6Aizo7uZHR1hdiyT6vh4ZhRswXY92vr6mdzxEH7Pimy+0da4UXtmAm9sB9Ky0OlCttliR+d8SG9nK7y3c2gF+Urb8lzpjxC62WT7854PlmTNN7+JzB16nKjWhh33TrH55t08dM8URhsGj21j41kDrHliN8q2oDaK+fgGvlguEp/zbv5v8DQ8S/CkHV+n+6ZT6ChXeP5bn0hbTzalzUcuv4zAZLNtVF/+F1xx/Mr5a5rMhox+9FcUnzKId3wHk//2G7z1bXS+4gmP+Vzpy1jG3njEWYUfSwghLgT+mcz4+2/GmA8dbP1jeo4zV/3ZvxIXoP2dp3NSOY/1GD9Em1FGcMfmCW5GcieqIWOLyO6cH3Ou/wU2jCakQmIZzZZexY25V9Nd8ugp5+gte/S1efSWPHorHn1lL2sre5Rz6lF5IexJNT83N9fK4jfHXLXK+FyVsUaTcT9gZ6L5zcBaJsrtaCmx0pTVk7t56gO/IR+HuK47L57n7VPeX9veZXU0mRONgdiHqQf418/cQMUU2ZD2cJ81zpxo8IZ3vSQjqb8HGGOI6hHDozUemmqwoxrwsB+yLU64+aEpEk+Rrihi7azj+DF/3FlhbV0zGMMQkl6pcHIK6SlkLhOxpG5lba16YkuaGOphSi2MqQcZoa2HCbUwoRZkbfNEd7ZKbmQHpbFh2id30TU9Qv/sKD2NaawW6dLAG97zD5QbNV54w3X853kXUi2U+MIH/w+xZTPXPUAwuAqz4hjsnpUU24Zok20UJ0LS6WA+plbmVUZOB4o4LaKqOnOPaor8K977VmpzEV5tmqDUQbni8JYP/POjtv8jQaITJv3J/RLb4dow98/cv2jKKUFXrouTu0+mv9hPu9dOh9dBu9tOR66DDreDdq+dgl047P+90QbdjElrMboWkbZEVyPSekRajdD1mLQaYaKFj9DMi1snyc0RecM8tPpbOKVxhNQYLYlq3QyNPAM7bJ8noCJ154mpZeVQuSIqX8QqulhFG1l0WtrGKjrzWnjWQX9P2GwyO7qb6d3DTO8eZmzXLqbGx5ibnSXWBmPbaOWA45JaiuNPvoUoys973B2nyZY7nozQ6YKkKUopcrkc+UKBQrlMqa2dSmcn7V3ddPT2Uay0zY/13NO/alRluDbMztpOdtZ2LimPNkaXGClcy6Xb6aJHddFBGwWTx0sdVCRxGoof5k/h14ODrfMNG0Z38c/rjueOb4wSNBOesuY35L78SVJTZPATn6B+/CybN7+dDcd/mIGBS470Vjwq/OALn+buH34PSynSJOGk857Nea89+gQxy3h8IE1iqhPjC2S2pad2DTNq5xFxjD07QdzWDa7H8R1FelatWQjvHRjCzecPfaBlHBHGPvwRpq+6ipVfuorCGWccdN3adMB9P9vNfT8foT4TkivZHH9mPxufOkBb717X5mefhB+8j4uG+rngnG/wgR0xHyxXqF+5BVnQvOrvzqXU4XHZ+963f0O+1lz2/vcDMHvdduo376LrNZuY+o/7sEoOPW86CektZxBexu8eRxwq/LuAMeY64LrDXX+8bPHvAzYbUbyzUngMe7aAvKNY3aVY3XXw4+2YbnDlZTfxQEHzlO2/5WdrjmNISH72d+fT3/a7y8AmhCCfz5PP5+nv339ox9zcHJd86wbGKh1YaUoqJaUo4l1veB0dHR2HTO7wmEMIcPLQv4k/Kd2LNXcnBe8LrIyeQVo5+fdGWrOuCdySy9qSy9r1XUuWveBr3+eXXW3YGuKNbZw4Ps7lK4bQQYr2k0yCBOMnpHMh8WgjqwfpAY6256CgcooOT9GVUwjPgrSGro6Qzu4mnRomGR8mGd1BOrNoHJNSOKtX455wGtYxx5AOrSIaXMlwsYc3fOAfOOXuHxFLizPvuZsHjzsV5zXvoLB9O/mHtpPcdw/m9p/M7ypRDvXuFTir1uAet57cyRvJnbQWu7//MbXAr6p0U1jdzonnPpu7f/g9GjMzj9mxDgUlFX2FPvoK+7//3v+L9/P1+7+ObdnEacw5K8/hvU9+76N2fCEFVtHBKjrQf/DnkQ7TJeQ2rUXoWkQyHeD725gtjyFSG2RCX7CJoZ6Xozq9jIQWbKxSpmXR3sdbfjRw83l616yjd826Je3GGBoz08yM7GJmJCO2EzseZOsvTyIqtYMxPFA/g3xQ56zjjqFrxUrKXT2Uu3spd3Vje0c+jq7slNnYuZGNnRv3WRalEbvru+eJ7GJie299C2G6KCGPB0PWU3jhjoizJmLedkqeHe2dPH9qM9/566fz28/dzk9/u5HB1X/OeRdO4Z11Gnfecj7l0on09198xP0+WjTnZjnp/AseF/+pZTz6sJRNe/8g7f2D+yz7/hf+hXt++D9ZJuXxnctGi98R/DvvZPpLX6LtJS8+IGlNU83D92Te1Yfvzd7jKzZ08NSL13PMSV1Yaj/fZcbAnV9le7mbsG0VV09KjrEU4b9vp+ZOc94bjqXUkT0bv3XK2Vx0+4+wpDU/52wdww9PfTqXATpIaPxyFG9DJ7P/tQ0hoesVG5dJ6zIed/iDuiNXlz16n7eSzdERTBPzO8LKjgLJOa9gzec/wSmjDzKa62XuuX/9OyWth4tKpYLs6+cJux9k0/hO7ulZgejvp6ur69Ab/47RtfLbUOyF067Eue3fof5t4LELwToaFAq9vCSyeMWx/Vx1/wjjpT6KT93342FvGG0wwR5iu4jkNkPinbuIHn6QePhh4pGHScZ3kk7txoSNhR0oD1nsQ5aOxenvQ5b6sUr9iHwXQloIW2IaCrVD4UxYrNnxILWJKa5bfSY/OObJnP/gLWys1nGnjoX24ygdn8ceKGJVDMQTpLPDRA9vJ9y6lXDbHTRv+QEzV2WHlsUi7tq1uMeux123Dnf9epx161Dd3Y8KoX3+O949Xz7vNW866v09lpgOprnkuEt40bEv4tr7r2XSn/y99UW6FtLN7Xfagge/51MZPoe2kXOY7b8J3duk49mPwjyCRwEhBMWOToodnax4wonz7Vd85B+ojQzj1WYISu3k+oc499VvfMz741gOqyurWV1Zvc8ybTQTzQmG6xmR/e30b1nzgy1MWrM4cQd/un0DX1nXzkm7Ez595ZVceu2/UTj5z3ig5yy+e/cOjv/154iicU7c9FnEEUw19GjhD+k/tYxHF/7c3LLR4ncMHUXsfvd7UH199LzjHfssn5vw2fyz3Wz5+QjNakSh4nDaBavZ8JR+yoeadmb3HTBxH1d39zDU/2Kub4b8yS11/OIsv9h0Ne9e+62sD8bw/I4SWKo1R6AGISgom/95djZvdOPWMUyYks6FJDMB3a/dhOp8/H2/LmMZv9dQ4SPFaaedZm677bbf2/GNMei5OZKJCeLxcZKJCZLxCZLxcWa+8pXsYbA3hMA74QRkLpdJIY/I5ZC5fFbP55D5RW351nr5PGJxPZdD5HJHnQBjD66++moKlsXg9d9j14UX0EiSx3RMztEgHh9n19veztAnPo7q7j70Bn9g0FFE9OBDRNsfIHxg+4J+6CHMoqkWrM5O3DVrcNauwV2zNtNr12J1dGPCRYTXTxaIcMvLq5sLbWkj5l1jk3QawfNw+G8iZnIWn/3TU/DWVBD7s+wuQjIzQ7RtG+G2bRmZ3ZrpdHZ2fh1ZqeCuX5eR2XXrcdevx12/DtXRcZA9L+N3gckvb0aohNr3r6T0zNdiEouuP9/X6/h4wLf+6UMU2pd63BcTr8cL9njbNzbX8KGdb+fCp0qkSbny/e9i69Aqdlz2AV46/CA3fTsktQQbLvgtZz9n34/YZSxjGf+7MHHFFUx+5rOs+NfPUXza0wBIY832uybYfPNuhrfMIASsOqGTjX80yKondCCtw/zO++47SH99FWcN9hKtuoqgDu/dkvDxnrdyyQl/wjtOfwezccKlmx9i8JtfIZfGNNOUWzecyknb7qEdzd9f9n5Mahj9x1sxqUHXItovPpbCab2P4VlZxjIOjcdlqPDjBcYYdLVK0iKj8fh4RkgnMlKazJPUccz+JtgulbBXrEDX69nHe5qCZWH39+OsXQtao/0mycQE+uEm2vfnhTg+or6K3AKRlfkcIp9fIMG5HKJFhBcTY5Fb1NYiwi845RSmvvBFqr/4Bad0d9PztrcRj42zd1rmJV6zvT1oh7ts799whPuc+OQV+LffzvgVn6L/8sseNfL+WOBgJDut14keWEpOw+0PEO8cXjB6CIE9MICzdg2FM8+cJ6fumjVYbQeZP82xsEqHPy3OJ/9rK41fjYIleHtqUTixn9yx7Ye1rWpvR51+OvnTT59vM8aQTk21yGyL0G7bRvW716Frtfn1rM7OFpldN09m3XXrsCoHntPvD8lw8Xjtq0kSTBiiw5DKuW2Mfexj+Lf8AHdlO/2XX/b77t4B8YfiHZwOpnl573PZ+MnvMXnKCG++x+EfnrSaz7/qDQw97Ry+ODbL7T0r+cLAJfxg6q3c8+1TcOIHOON5a5DLSU+WsYz/lQi2bGHy81+g/LznUnza05gZbbD55t1suWWUoB5T6vA447nHsOEp/RTbj3C4QxLCPdeyufsYyvrF3CUtXjVjsC4axr+tzgVrLuDeus+r73mQ3ntvZ53RaMtC/tnr+ZfBLr686wweakUv+vdOks5mRvLi2UPLpHUZj2v8QXlcT+zsNL/esuWwPwiNMehabQn5PBApNfuZRFwWi6ienky6u1E93djz5YX2PdnhRi67jNlrvoZwHEwU0fbiF9N/2cEnzDZRtEBkmz7ab2J8H91stuqL2hrNpfVma73W9qbZXFInPcTYyT9giFwOYduZOE5L2wh7cXmv5YvKsqVZVD7QukuPcfDlYx/5CLNfu5biOedQ/KOzlpDUZGxs4QfYNs6qlQue0zVrcdeuwTnmmMPKNni0mPzyZqySQ+GMPhq/GiWtRY+J180YQzI+vojMZh7aaNs29KJJ7VVPzz5k1lm3DqtYZOSyy5m95prD+j/9vnGovhqtMVGECQJ0GGZkMggwYTZ/pw5CTBRmy1vlfZaHIToMMPst77+NQ2UCF4K2Sy7BHhrEWbECe3AIZ8UQslJZziJ6mBi57HJmrrmGdMN5tB37Ii45aY5dXb1c019gtLuft933EO/c/mlet+Nb3LziejbfWmXo+HbOf/UTyJcP3+i0jGUs4/EPkyQ89OKXEIxNYi6/ki13zDKybQ4pBcec1MXGswYY2tDxyA1Xm78FX3s577dfxX9ueBk6r/jVM07g0h+9kZH6CK8880u86/5hutKE5/7kv5F+k7/6m7+l1NG5tJ/GMPax20kmfdzj2+l6+XIG4WU8PvC4zCp8pDjBy5nr3/ZOhj50eUZI9yKf+yOl+yWkhcIC8TwQKe3uRh5hZr2dl74F1d1N+4svYeaar5FMTLDiXz71aP38I4IxBhPHS8lsixgno6PMXH0N/j33ZB5f28Y7/nhKz3wmVqm0eC+Ld7jP/g+0bMmMIfssMwdYcekyYwxpvU79xhsJ79+afXgrhbNmDYUnPQlh2xkBiONM9pT313aw5fvxoD/a8E44ISOle8jpmrU4K1cgjibz8qOAuQd2cd2Hf8xz/s/TKa8Z+J0e22hNMjJCsHVrFna8h9hu344J9j91zP9j77zD46ju/f1O264u22ruveJKDLiA6QmhmE5CCeGmAam/hNz05N6bekMSICSXAEloCRBC78XGhoBx792yrWLLapa0fcr5/TGzq10VW8ayJZF5n2eeU+fM2dndmfM531PSyDJ5l1xi/17Svxlh/ybTQdF9eiounS6cYDfpTliQCne+RuS997rdM1MZVGwLz3j8uH9vks+H7PUieb0d/F5krw/J60X2eZE82XEpv5VMEl6yhPjWrfZ/X1FQBw9GycvDOHgwa7g3OKNJKirwVFSgVVSgDU35h6KVlyF7vcf1eQY6VjLJjtlzsr5XyRMieMEvWRdZx+cXL2BifS0vXbaIp1fewqNtH+f5FbexYsaXySn+Isv+vgNfUOP8/5hC6ejuRx24uPQWkZYEr92/ifNumUIw79/7/9tbdHVPd9/1Vza9tptDIxeS1CXyBvmZNK+MCaeV9kpHlXj0alZsKuFvvit4fEEOd46r4LxCOPvJsxlddjX/Uj7O3LwgF69ewv7qGs6cNpkzL++8gnlk7SGaH9+OnOuh5BuzkL3uQEyX/sFHZqhw+J9Psu2fT3aZJgeDaeHpP+WUDMvoINRB7cJUDp6YFYkzRWrpDztvKH8ykSQJyeMBj6fLIabRNWuIrV2L5PUikkl8kydT/B+39EFNj4zZ0EBi6zYsRUM2DQIzZ1Ly3e/0WvlCCDDNHgtfy3HJ8Atdx2hqIvzGmyR27QLDQPJ4CC6YT8kPfoA2eHCv1fd4sCxBMmbYR9xk2V3v0qQM5u27lvLxX1+D0tN5Nb2AJMto5eVo5eVw5pnpeGGa6NXVJHbtIrpuPa0vvohx4EBaFEo+H3JuLpH33wfJ3nYmPbxckjIOJypjj+TsPKmgBN2VAUe+Rka6b9Ik9JoazJYWu66yjDpkCL6pU1Dz8tsFZaa49PqQvB5knxPniNEsv8dJ9/lsy34vWD+NuoPEN25M//dDCxemrcNmOIxeXY1eXU2yqhq9qopkTTWJ3bsJL1vWqSNQHTKks7AdOhStosJeoKsfD+vvCiEEViSC2dCA0dSE0dCA2dSE0dCI2dSI0dCI0dSI2dCI0dSE1draqQzDinIgso5xeZM4fedW3hk/hbtf+AszCj7g3tm3saVyLuVbHucHn7iRH3xjBssf2MIzv17D6ZePYdqiCtfCnYErsnqfVS9WUrurhVUvVrLwugl9XZ0jMlC+/9Q9XfHcHkpG5bHpjUrqDwxFrihj9ClDmDS/nPKx+b1myRRtdby3ZghrIpfw+oUmFV6VK0uLuH/zw1jCYoV1Cp8fMYgb5QQPVdeQZyZYcOnlncoxIzrN/9wJwKBbprii1WVAMOB+pQKJiH8w9UNmMe6SOWiDB+MpGYyndDDeglw0r4LqVU5qIzyTgfKgNRoaCS2+ko3iFKZK6zEa+m4F1I4IS2CZAtO0SNY1EJ5+HlvUmUwy1xA4VI9pWsiy1CsNPEmSQFV7xfppNjSQ2L7dFtm6jlo8qNdEq6lbJGIGybjRLj5jZhdxtihNxgw7LaqTCCdIJqwuRosWgwT74yX88dalIAS5g/z4ghq+kGa7Hf2psBOneuRebWhLioJn+HA8w4eTc/bZWG2t9vB7R2TlXXppvx0unJ4q0IUg7E8c6b+vhEIoEybgm9C5QSssC6O+Ab3GEbTV1ehVtsiNrFiB8dxzWVZnyeOxOycyrbSpocgVFR1Gd3TP8c4bFqaJ2dyM0diI2diI4Ry2v6k9zhGk3VnFlbw8lOJi1MJCvBMnECwsQi0uQiksou3114m8+y6SpqHoOruiy1mQM5tbc/JZE4/ykDqR0wMfZ+igMxDzP4f01M3Edy3h2rIz+OOXp1Dzj0reeXInB/e0cNb1E/C4W1AAsNIVWR8KIQSWIUgmDPS4iZ4weeKnK7HM9v/npmW1bFpWi6xIfPyL0+x3qgyyIiHJcoew5IRtt1Oc4vgVCVmSek2g9YbIFkLYA2OcNoWwBJbTxki1NSwrw98xbAl70SJLYJlW1rlv/nVr1j3d+u4Btr5rd7SOrXmR0+7+f+SM7N3RTMISLLt/OZsil7Ju8l6acmfy3RGlrGyJ8PvNz2B5hnHv9NO5eFA+v/n5z5BMg8uu/RSykr2tmTAsGv6yCXSLwMzBaINPzhaTLi7Hy4B6OwrnWXg4fxyVIz5B5fpUyiHnaEdWJTSv4hyq48oZ/iMfalfxHuWoD+T+0JspLIElMh+29jDJ9IPaEuT+8Be8/+weKlcfQp5xBdPPHUbtzsOYpoVl2A9os4NrmQLTsJyHe8d04ZzbHu7u3O7LcK5tZQ65XAzOCLoPqAALuHUpkgSKJqNoMqoqO34FVZNRnLDqpCtqhj8rv5zOrzrnd5eeVZ4mdymcjYZGorPOZ5M0gyliLaGGBoQQ6AkTPe6IzK7EZTouQ4xmCVIT0+hixeoOKLJAkwxUK4GiR1FirajxNnxGHNWIoZgxNMlEzsmhzjuKFn8ZQtaQLINA9CC54f1IxmCs/MFEwnk0Cw+JqF3Xbq+pyviCatdCt5s4r1/tccOmP3ewdGSg1HXoPXfz9mPbqFxeS3D+tT1+TkmyjDZkMNqQwTBzZqd0K5lEr6nJtthWV5OsriK2dl3WIl1gC0HbSjsUT0W5I2ztubVaaak9YgRouPcPxFavpv7396Y7Aqx4PMsK2pU11GxssIVpc3PXw7g1DbWwEKWoELWo2F6hu7gINUOQpt3CAntOfDeEly/P+u4DO97gYEUDvhrBpa1v8diEi3hk93xOnwvSxIvAX8DdsaUsMk/j0i17+MWlFZw2Ko/3n9lNQ3WYCz4/haKyUI++l4FA6jkYj+gkIgbxiG77owbxsE48qpOI6MQjBomIzoHdLVnnp0QWQEFJANWjoHpkNI/9rlY9MqrHfkerHtl+h2vOuzwzzZtxXkZeWTn+jtDjefdblsBImCTjJnrCSL8z9ISZJT71dB4TPW50Hxc3O7xHj3BtU/DCPeuPnvFYkLAFboaw7Sh+JaU7MQwHK1uzZhKlv38JiitCXQvOrsSn2bE9cWKRZBiSm2DUSz9i5A/v6HXRapkWSx7exrbthUwd/A4/GzuRfDlJs27w7S1ryE/s5PopX+KSwQW88+YbtCaSjCkuYMTkqVnlCCE4/Nxu9KowyBJ5F47s1Xq6uJxIBtQc15HFo8R9086hMJRg5B/vdR7aBnrSst2Mh7uRNLPCesJET5pZL4RUXMeplkci9aLrKIirtzV32TaSZJh4ell2L1+mqMx42AqrqwcxGXFWOpyK6/TQtsQxfZ7jRVFlu7dVlVAUGVmVkBUZRZGQVcdVZBQ1I+yck8qvKKkystPNpMW+zQ001kSwTIGsSBSWBRk6sRBFlTF0C1O3MHUTw0j5LTveyPA74fb81nG/zDoK50jL8c1d9PgUPH7VPny26/UraD4FVeioiTBKtAWprRGpqR6p4QAcqoK6WlQ9gmrEkYUJqmqvSlxRjlaeKQrsoZxKQQGSJPHS1x6hMlqCLEwsSWG42M2c0S1EV60ivmWLvbCXquKbPAnfrNkoU2chjZmMjtduaDoNzyx/VthAdHOPJQm8gZSYVdPi1hvS8Hdh3V372n62f3CQiaeXsuCacXbjphd79XuTtx/bxqbltUyZX3ZcHVeZow4sw3ZNvasOIAtTz86X6jzqlM8QrH5lL6KrXbtkiQXXjEPzyHanndPI1zypxr/9nDue0SxmS0uGlTbbYpusrc1eYV2Wu95e7CjIwSBKURFqUVFakKpFhek4O9525dzcXh0tkPndR+buYc3Tb3FT/SWsnfNtfmR9j8bcQv45PJ+ZE8bDK/8JH/yJ+ts38vm9Ef51OMwNZUV8UQRY8uBW9LjBWZ+ewLhTS3qtfpl8WOugEAI9bnYrOuNRnURYJx41nDg9LVaP9MxVPbL9DAjazwRVk2mui9HWGEdYAkmWyCv2UTw0BEjoSecdn7AwUv6kheG8+4+1WSPJkv3bT//uHb9HSf8nuhbGMsuf2Jlldcssc+Z5w0gmOovKjnFGsue/dVWT0XztbRBPyp8Rl/J7OsRtXlZD5YYGZEXCMgWjZw5i5nnD0yIv1cGdaVVsb3NYTruFzlbLzHaM6Cwc0/lT1+kQzspjCgzd5HBdjHhEt9szEvhzNApLgmhexRHDcralV+7sl5WMsJItkmWnjCyLcUfrcTfhzHJWPF/JzpV1KIqMaVqUH/wXMwsqGfrA/b36fDENi9cf3MLuNYc4NfQYa84cxg+DFzMhoLAtajLDeIPq2r/y8uKXKVaL+NXPf4akJ/j6f36XQE5uezmtSQ79cT1mUxxkicCMwRRe2bf7eLu4dMVHYo5rXlk+nv/4BodaEswq651hDUIIDN06guhN9WpaGf7sIxk3yRvsJ9ycyHoByYqEx6ew13lRdBxa09XwG1mRkDXZGapD54eq8wBNn5M5PKfbHsyMa0qgJ0x2rT5E/f62tCAsHZ3H5IXlBHM9jtCU0/Wx/e3i0xaddpknej5WLJykviqMosmYhkXJyFxOXzzmuMtNNeTbha6ZJWx7JISTZjpvIqJzaF8bkcMJhLDFWd4gP8MmFxHM9zqiVMHjU/GmBKpzKPEwem0NerVjraqpJrnLadTX1HQauqgOGoQ2dCja1KF4LjzNFqiOpUodMgSpw5CgLu9rXDAyeJBTLjuF9U+vJxYLMOSOzwNghiPE1q4lumoV0ZUrOfzww6A/CJKEd8IEAnNmUzx7NoE5s7vdl1VYgmTcsayEjc7CNkPwhg8naKgOEw/rGHr3Dbj0MKwMpNRwNkfIpsPOb9P+jZJOk48QljPOl6TMcMY5kpT+X6bLkGDrvw5kNZZTFgJJghHTijOEZPYoA9NwhKYpstyuGsLHjWQ/k0B0Eq/CErz92PYeFSOrUgdB296YzxS8aQGQJYAHoVWUoI0+Fc2r4nPOUxSQWhoxD6T+B1XEd+0itnIVRnMzEiAkCa20lOAZp+OpGNpZkBYW9nhF7nRj2xn6JwTtHYFOY12I7EZ5Kq5j+Olfr+k0BJNlPryB6ZgeE1FzHl8LJPhmkcZ3V23hQe9gPCWXUWTdi//9x7h3yue4W1J5oLaRtb4wv7hpHLue2cfrD25h/+YmZl04HEWzh+TbB860bOd36czZzvZ3zkdG/tQQ3H89tYtTzh5qW0Gj9v8yEW23fKY6oey4HghQr4IvYI/A8AY0CsuCjhjV8AU0vJkdVY7fG1BRtc7PrKWPbmPzO7XpZ3/FhIIedQalhsm2i1tbB0mlSAAAIABJREFUGKbCRiLDn4rvkEdP2O8DI2ESjuoYScsRx/b5PRkBIyzBmtf2Z4jHlMBUyQlq2fE+NVtodgynxKhH7vken12wZXkNUxaUM3l+GZuX1xJtSTB4eO7RT+wDOn7/o6cP6pfDxc2kyZQF5UyaV8aK/3qUqJZDyU9+0qttI0M3eeW+Tezb2MgZk7dxyuHnuMH3EAiT7VH47qhSlq1fwbTiaVTkVPDo/fdhIrFo7tws0QrQ9NQOzKY4kk9BxE1y5pf3Wj1dXE4GA8riOnv2bLFq1aq+rka3pB+0qv2gPV6ry4kkVVfZMrBktd/W9eU/biCQ58160V74hWl9Xa0uWfroNjYvr0E2dSxFY8qCchZeNwErHk8PoUxWV6cFarLGFqcdh1DKubn2XMDyjiu5VqCVlSH7jnG/t25IJA6xadNXmDLlLrze7ucOWvE4sfUbiK5cSXTVKmLr1qVX/vWMGU1g9mwCc+YQmD3HHkZ6HBhJMy1oD9dFWf9WNYf2tqY7WApKAwybVIjqUdNCwxYT7cLDHipPVnp65ILItiK0hzPKEF2FjyxkLMMiGTezBIzqVQjmehwrpdMBpDodQEqGq3UYoeC4iiZn51M7dyIdsVw1O19KeHd8Tk2eV8rpi8emR6SkLVmZo1QSmSLA6chzGvxpN9Fu9UqLgSN0RHSFLEtpwRtpSTJu+98oP/AulqwgWyY1pfPYMf4aisqD2d+5yBCcXYVT0yec8MmgYOwb5CdKGRYZzZIGjVdnN7F69FhuWLqFYYfKuLzwDjxylL813AVIbCvXeO7UILKAy94LM7ruKFsYnUA0r5ItMgO2JTQtQoOqE5chRgMaitZ7a0v052e/ZYl24Zswee+ZXexeXY+s2pbMCXNLWHjdeBS1d9cA+HeiP3//HdEPHWLfjTehV1Yy5DvfofCG63ut7GTc4KU/bKRmRzMLrx7NlBVn8syIK/jC4E+hYfDYKeMpV+q55JlLuGPOHSwMnMEDf/4LeZh89Yc/SS+QV/29d8Do4tmnSlT897xeq6+LS2/xkbC4JisrMerrP9QCHSeDWFuSSbMLKXr7QRrPvJlo64nfauXDEmtLMtJXS/Hyv9Iw/0aircV9XaUuyXxRLbx2fB/WJBshBFY4jNnSgnm4hb3XXkvduJsoT7ZQVvsutWVncPCpPLb+5LJO50oejzN0t5zA9OlZFlOtogIl9+T0gFdW3sPhlpVUVt7NhAk/6Taf7PMR/NipBD92KmDvPRzbtDltkW19/gUO//1xALRhwwjMmU1g9hwCc+aglZcdU8NN9SiEPAqhAh/FFTlUb2vm4J6WdK976ag8Tl889vg++AmioyCc8LEh/bIzKNaW7GR1SVn/exthpSxfVicBnC2GrfTUjZTwjbclCWyPUFM2j9qyeZTVvkNAhKmYWGhbnuQOVvYsq7ttCc8KO5b09tEnjnU9bXnPyCdLXVvY05b4DKu9JLFhSRV7Nzamh2COmKHgG/sC2/dMZtqu6Uw5N8ZsbSzX6klenzGEh0pHohy8icJ13+GSK3TiBTM5TwguMw2+F2/mb2fmcpMa5Pwak23vHkSWJSbNK6OgxN6iLWUhtv3tFvR0Jwv2lJHUwjQ4biJmULWlkeaDMYRldwaVjMrjlHOGkj8okBahitr3q0H312c/2B0sHp+Kx+lDFKZgysLs/1RXVuT+wPEudnay6M/fP9iL1VnRGCIWpe6nP0WvrEQpKqLg05/qtWskojov3LOBusoWzrlpEmNyPoBYE98uuAiEwR/GqMwvzOHedQ8jIXHu8HN57Hf3g2Vy+ac/nbWqe8k3ZlN311pErL1DzDM6j6Jr+t87ysXlSAwoi+sUv1+8fse3++VKnSkO/OjHHH78cfKvvrpX6ykMA5FIYCUStuvsCSni8XScHZ9AJJy4eAKRdPImkun4lqef6Xr+mKJQ/KUvooRCyMEgcsoN2q4SCjrh4BEXKultTuSLVug6ZmtrWoCarS1YLS0ZYSet5TBmSwtWKq611Z4HegSUwkICc+fiHTO63WJaXoE6qLjPtgkxzRhvL5uBEHqnNEnyMH/e+6jqsc39E4ZBfNv2tEU2umoVVou9uIpaWupYZG0x6xk54pjKHki97gOprgOFgTKKpeN3n/D9GjX/bZ6Lz+DGd6+jLS/Ogm9exTfve4KHx47jupqd3HnlhfDr8TDpErj03nRZUdPiW9ur+EddM4sKc/hp8SDee2ArTQcinHrRSGZfOOK45ncPlHvqcmI4UW2UE0FvvfuFrtv72WcekcxwJO0XXaZ3PkQs1u31JK+XCevXfej6gj1N6vm71tNYE+a8z04mb0ohex5cTINucvOU/6G47RnWX/R9ZEnm4mcuZnBgMJ9RruGNd95lTHE+n77tq1nlHX5+N+F3a7PiAqeWUNhPO4JdXLqzuA4s4erziydHjLADkoR/1kwkWQFF7uAqtjDoylVkkLt3O5fluLJ8xHNrv/s9uthvBFSVwV//ehdi0hGaCUdUxuNYSSc9Q6Da8cmuy+4psmzvf+nxIPl8oChYra1Y4TDpCZmaZi+I4gwBPRqS19subENBlECG0M2M70IAd4w/2lY0R3vRCiEQsZgjMNsFqNmSIUJbWtvTHSFqtbRiRSJHvnW5ufY2GCk3Pw85Lw8lN88OO3FKXh5NjzxK26uvImkaQtf7rGEghEDXG4lE9hCJ7iIa3UMkYrvxeM1Rz5ckDY+nCI9WhOYpxOMpTodTfs3j+LVCZDl7M3VhWSR27iK6aiXRlbaQNZ0VdpXiYlvIOsOLvWPHDLi9Pl1OHgOxM6CldT2rVi1m2LBb2K3MYP1TS7m24UK020eR5y/gtLffJ+wL8NzoQUzedjdsfBK+sQ18eekyhBA8XNvI93bWMNir8n9jh9H0/H52rKhj2OQizv3MJHyhD9d5OBDv6UDgRHSwCstCxGJYqcOx8GWGrZgtomx/N+FojNiGDV2vrg1ow4chKc62cKqCpGpIitI5rKng5JMUBTQ1fZ6kKvbWcl2Vo6l2+0vVkFSn3K7O05xynS3qGu9/gLbXXiO4cCH5iy/rIC5jRxCWthAVjvgUeueO2u6QPB7kQMA+ggGklD8QbI93DmFZRJYvJ759O+g6ks9HzrnnMORb3zqu30CkJcFzv1tHS32MCz8/lcZhPr65eg2vLLuES097hHVyiBt9S/jpvB+ytXErV71wFd+d+R12PWkvrPj/vvMdfMH2VcljWxppfGgLSqHPnjZxOIGc68EzNIfi6yd96Hq6uJxIPjrCddQolKIiPMOGIikqwjLBtDq5WCbCtMA0Edaxuce8JGFPSQlIr9cWfo6bKSqz473IHq8T70H2Ouk+Jz2d15cR50P2ZpeFqnaycqX3nPR4EMlkWmQJw7Af/OEwViSCGQ5jhSNYkQhWJCMuEmmPT+WNZMeLnopgny8taOVgEMURuOFly7q2DMsy/unT0yLUamk58otJ09pF5pFEaH57Hjk3FyU3t0cLHaWouu121EGDKLj6KpoffwKjvp6h99zd4/OPFSFMYrEqW5hGdxOJ7CbquIbRvp2ELPsJBkYRCI523DEcqnuJQ/UvI0kaQugUFZ1FyZBPktQbSSYbSCYb0ZOO34mzrESX9VDVXEfEZgjaDKGraYVI9XGM9ZXEV24ktnI1xgF7kSUlLw9/SsjOno1v4oROHRnhmi2sX/opZpz1NwJlrmXIpf8ihMWqVZcTTxzgtLmvIyQfVz5yGXdt/SY7J9dz9vVX8PgTb/GVQYV8rGoXT585AvnBs+Gi38DsmzuVt7Y1yi2bKqlPGvz32DJm7ErwzpM7CeR6uOBzUxky4sNNKxgow0X7az2FEKDrCF23R0MZBnW/+CWtzz9PznnnUXjD9dmisluRmYqLZ4nMVFpP36FpFAXZ70f2+5ECfmR/IB0WikxyTyXGwYN2O0dR0MrK8E2aZHe2GgaYBkI3EKaJMHQwTPvzdQobkM5ngHMPMsMnAzkQQAp2LywzBWhmuLMY9duu33/Mo8m6a0t9WFobYzz323VEWpN84ktTWZJj8d0dNXzlwFMsPPAGF824l2Dz3/jT7PNZNGwRd666k4e3PMxXo5+l8mAD55w6i3kf/2S6PONwgkN3rcGKdvOduHNcXfopHw3hGgiIJ4ePOOGWLCFEtpC1rKOLXtOi/u67aHvlVSRVRRgGuZ+8iCF33NEuJk/i8NqjUXXb7YiyIHULtlKybBLUhntdZAnDSAtbM1PopgVuh/hwRnw0gtnSilFfDxmr6kp+H1rFUHsV0ZQIdQRnlyI0NxcpEBjQC2SYZpRotJJIZDeR6O4MC+pehGi/Nx5PMYHA6AyROppgcAxebwmSlG3V3LDhi3i8gygvu5aa2r+RTNQzbdofuq2DEALTjNiCNkPcJpONJPUMv5Ou681dliNJHjyeQjTykMMSUn0csf8w1LQht4Gq+wlUTCI0fjY5MxYQnHoKa5+4hOaSHRQcHMfMT7/cOzf1BNFfG9odGSj1hJ4vItbXhGu2sGbFlej5cSZN/F9KS+357XeuvpORLwUYnaxgwg/OQ5M1Lnz0WTaUD+VO4zDX7P4+qB743NIuy21MGty6ZR9Lm9u4uqSQr3tzWXr/ZqKtSeZfNY7J849tHjmcnOGiWe9Iw8h4V9oHloUwTLuTOeWali2enM7nhj/9ifCbbxE6cyEF115rC0XdEUmGLRwxjPY4XbfjU2Iq2S4su89vp6EbWUI0szw65D/aNJEjIWmaLZwcQdmVyMwKB/xI/uyw7Pcj+QNpv31OwC77CL+F3hZZ3ZFuQ5kmQncEsWHY37OhpwVu+nvKFMCmiVHfQPMTTxBbt862ZHo8BObOpfhLX8RTUWGLT5+vX4zW6c0O68N1UZ797VqScZPzbp3Kb/Q2/n6wibMKc3j43Ru4YditvBccQ0Ht13jnqtfxqT4ueOoCJooxFGwqJk+R+Or3f5T+DQhTUP+nDei1EYpunkzbW1UkdjjvZk3GP7mI/E+MQsnxHKFWLi59w0dCuM6aMkW8cOVVJ9yS9WE5GWKwN9m27QfU1D5Gedl1R1ycpy858KMf0fjy4zR/1qTgAYWiC6/p9/NyPgztw3sdcZohUrOH98r4/UMJBscQCIxyxOloAoFRaFp+n9W/I5alo+vNjrC1ha6eFrcpK267AM4U4EcvHIrbZqFIfhQ5YB9KEEUNomk5KGoI1ZOD4slF9eSh+nJRvUF7RILH036cgEbP/p/ewb6ipxjRcAVDv/vzXi//aKQtQVmNb8NuLGbEHbj/TqrHvMmwqo9T8e2f2UPi+mnnzkB4TgGsevR8Wkp2oSR9LLxgU/p+7m/dz//89bt8v+ZzVF+oM3fhIrau3sV5jU2UtTTxRt5mcv71E/Qrn4X8se3iKcM1kgZ3J+AeS2O8MLkz3MS+lVBbrzJiSJw5o5pRRKYwcwRehjATut79+gaSRODUU21LWmrkktG16EyJ0VTetEDpkPeEjVzqCbLsDENV7Q5jTWsPp+NUZ+iqHU6lpeMzz9Gcc9TMc+w4Kx6nbckSEtt32HsRaxqBmTMpvPEGtNLSTiLzaFNjTiQne1TQ8XCyRHZ/obE2zHO/XYdlCU79/CS+cbiBDeEYXxs+hP/nP8SGxz7HhTP/j9Loy5zhq+Ges+9h7aG13PDyDXxq78XETZnP3nADQ8e0z1lteW0vbW9VUXj1eAIzBnPglx9gNiVAlcAUBE8tpeCy499e0MXlRPCRWFVY8vko/eEP+roa3TL0nrvZtu0HtNZuJmfxKUyYcOwvBHsVSAMhdCxLxxI6wkpiWUnHb8dZVtKOz4gTlp6RL9lFnI4lklRXPwq0N15qah+lpvZRQKa8/DpkSUWSFCRZs11JQ5YUJEm1D9l20/mkVL5UmoKcGXekc+QOZafT7Eaf0dBI8vaRJMt2kLx9DMb7Db30bZ0YjmYdyhreG9lFJLqHqON2Gt4bHEVe3izKSq9qH+YbGIEse0/mR/pQyLKG1zsYr/fo2+PY1txwlhU3fng/LTvepSn+PkaeDgpggRQHktDoWY3wYsdnYtnpdNTBOsgJkBIgxSWkBMhJCTmpIOkKsqkiGyqyqSFbGorwoFheZLwokh9Z8qWFsioHkDW/PYzfa4vg+t/+DkyTw1cbJEcLqmufIjzhWVAUBt1+e7tVJ9Pac0xxjvjsGNdBpPbUEpSqZ23ty0Rnvw6Akp+PlJ+DXJCLnBdAygsi54WQcvztR8gLAS9SwIMU8IBfBa+KwOj0vGl/RiWxLN15piU7P6cy8zuuZenE41VZdW5/ToGq5gCZQruzP1uIdyXK2+Pa8zqusFfltVfjFU5YYO+z1O4XwsLwRO3TSu1TTW+ct5aMAR2G/2oUwjC4OdbE4bNbaH1tH9tu+yroOpfc/HX+MWcOP3p7Fb8yoe1/rqNuTR7dsRgon3wKP73pVq5Ugtyx/Q+MbBlEpfgE9bstpm7+M4HYofYTtAzx5bjqkCGYLS32wjLO+gZyXh6e8nKEadjrOWgasqLa6zsoasZaDs76EUrG2g+qgiQr9jzF1LoPmeek43t4jlO+2dZGyz+ftrfeSiZti9upcyj8zGdQBw1yhGUHwZmKS82/PIkY9fUkNm9B8noRySSekSPJWbTopNahJ2SK1P7clgL73Z9/zTVZIvujyqF9rTx/13pkVaL8s+O46mAtJoKHpo7kvOI8eOUufjP8JnJlQbLxn5w59w4AXq58mal1I4kLjbElRVmiNb6rmbYlVQRmDSEwYzD6oShmUwKtLEjBFeOIfHAQs63/7nzh4tIdA8riOmlSoVi7dvsJHS5mWQaWFcey4phmAsuKYVpxLDOe4cawzISdx4phmXEq996NEF01GmUKC05zGmY6wmnEtTfS9HaRaiWPzfJ0DEiShix7HFEoY5oxLCuO3ToDWfahKEHAQggDyzIQwnRWn+2L34hMprjORiIUmoAse5Alj/25ZO0oYS+ycw9ShyR7suKyw17nfnmQ5Yw8kgdZ7r6/J2UdKi29kqEVn+7CgtrN8F7HahoMjCEYHN3l8N5/R9Y8cgHNJTvBBBQoODiOGdc8j0gmsRIJjEQbRrwNM3EYI9mCkWzFSLZh6GFMI4xpRjDMCKYVxbRi9v+VOCZxTCmBJSWx5CSmomMpOsg9/K2btoiWHSFslAj7J9sRC7ybJVvYSBLIGYcTlhxXONurIDn503mcc9N+2vNIEkJKxWXG067LHL+QICk1dq3hhJNR6uX/upCQhIJMquNKs/+LigdF8SGpPmQl9Z/UkCXnvyt5EMKktW0jscg++3uxJALBEeTnz0FW/B0rb2//YqasjUnH7eYwkhlWyWT2MFNd79oq6dyitCtJoGoIn0SyLIGZb9kdKUkIbAtQsv9jeNRCJE2jJnaQHb4S5lnn0lL8LqWeHOJ4OX/EeAxF5emNdzIx+R6tE3+D5A1kWPdUJM1jux5bpFVLKl9qMdioW3ypwM91YZW3/1mNaQoWXTeG0TOHdLmuQYqBYskaKPWEgWXJdOlfHNh1mBfuWY83oNF4ZQW/PNzEhKCPB6eMZGTAC6bOxj9cyLmT/5dF/mo2bv9P3rryLQp8BZz32Dks3HYaiiTzjf/8Dv5AEACzLUndXWuQ/SqDb5uB7FFoenw7sU0NlNwxByXkDg126f98JCyuphll586fMmLEF9Ii0haYjmvFscwYppVoF5hWHMtMpAVmlgjNPNeMYVmJLrcJ6RkK9u1MTYCXUJUQXl8ZphlFkj2oashpuGntriOuOsdp6QacLGtp4Znp7xynOcKqY1zneS/btn2fmtq/IcteLCtJacnl3Q7DE8JCCB0hTEfQdjxMR4Cb2XHOOaJDmpXKkyGO7fzt5wpLRzdaaW7+F9HoPlLKxecrJRgcjyRJWFYCy0pimlEsI2WpybbypDoDuu5U+LDIaTGbut+JxIGsHAcOPMGBA0+k8/v9wwgGR1NUtNARp6MIBEajad1bWFxAF60UHBzP8FNuY9/6e9DF4bSFRQ4EUCno1etZVgLDiGCaUUf0hjGdcLY/gmmGbYGsh0kmGwk3bsLUkuk+F9nU8OUOR57rsTshJMnpjLCVpAS2+EG2Q1K72kzlk1KqU5I65EmFbbWcmSYhO36y8klImGaCw1XL0T0R+5Flgieey6Bxn0TT8tMdN5mdOEgqsoG9/19Mh1gSEU0gwklEOIZoiyPaYoi2CFZLFKslgmhuw2puw2oNO9tGZJrCs1fylnw+lNxc5Nwce456bi5KXoCWF15FujIB84R9mirglX3w5AEC8+fbi8GFnbnxznx5nEXaMnV7JzTN3vIrFEIOFbavcB4K2Sueh0LIoZwO4ZC9KnpGWPL50s/VNY9cQLO0E3RABW9xBSO/en/6koMsnV88fAULt15ATckopn36WgC+/dQyvpUT4keDF/P4/jfJHy/DtIuP+BsdCzxvWnx/Vw331jayPj/Er781k5V/2c6rf97B9KoYcy8bjaJ0fQcGiiVroNQTBpYl06X/ULWtiZfu3YA/z8vbFxTx4uEmFg8p4FfjKwimRg3sfJ3fDL6YXMnCaPwHU4unMigwiPdq32PijnKE6uXMuaemRauwBE1P7sCKGQz67FRkj4LRGCO6/hCh08td0eoy4BlQwhUEdYeeo+7Qcz3KbVvNfCiKH1n2osg+ZMfv8RQiy34nzosi+5EVn5PfcWW/k2afp8g+uxzFjyz7kBWfE+dDltUMMejBspIMGXJxv52TlUw2UF5+XdbiPN0hSTKSZA9PPckjsNi27ftEo5VpgV1UuPBD3VNbXDtiVjji1hG+WUMWs4ZlZ4aTncKZwx51o5W2to0kEocAC0lSyc2dzqiRXyM/f8aAGN7bH/nY9f9K+4umfvyEX89+NniBwmM+d9X9Z9Eycj8SGkLSyakqZfYtr/Z+JY+TVR+cRcvIiF1PWcdfl8+ET56455SVTGK1tmK2tmG1pvZGbsVsa7XjU/4We39kva6OxM6dSD4fVk6cwHKZ4DsykXkWVr6EWlaKUV+PHAqhlZWh5KREZUfx2Vlsyjk5yJ7eb7h11cGSiSZrzJ+6iHX7tlO6YxAJPYFX83L9JfP4yxMv896wCTxTfwmL1zwE06466vV8isyvxg9lVm6Ab++o5tLofv7vP8Yz5LVa1r1RRd3eVs6/ZQrB/M7PnYEisgZKPV1cPgx7NzTwyn2b8BV7eXBBiF16lP8eW85ny4uzDA1bNr3GS4Nu4gslAZ5asZrbZ9wOwCsfPMMgRpGrSMy7oP3dGF5eTWJHM/mXjkErscVs27JqkCRyFpSf3A/p4nICGGDC1R7ympt7CuVl1+L1Dk6LSKWD6JRl70kfanksYrCvyVxBdsL4/imuoffuqSQpKIofJWuIYe/S0YodCo6nsHDuCbueS//Cc+oEyr3z23+rg/rn//9k11P2eJCLi1GLi4/53AM/+CGHn3wSSdPQnnD2Rn6j/w0X7UkHy+VjL+fn+d/n27U3s+K9pSxYcD6SKnPX+Imc39zEncOv5MKtn8XfuBuKRvfouteUFjE1J8BnN1Vy+cbd/Gh+OeeMymPpo9t4/KcrOf+zkykf37ujElxcXI6PXasP8foDm5FLfPxirg+PV+Kfk8dwan4oO2Okkd9YIwkJnZFsAuDMoWeSNJMYH4TR1CKuuO5T6eyJ/a20vLoP/9Righ8rAcBsSRBZVUdw9hCUXLcD3WXgM8CEq4wQBqHgeEpLL+3rynRioIjBgcRAuqcDqePCpfcZKL/VgVJPAKOpacAMFz0aFTkVmGO9tNZFiKysgwV2/JRZo7j4r1t4ethQfrH/Jn605iE498c9LndyyM+rs8bx5W37+d7OGi4ZnM/3vzmTt+/fwrO/XcvcS0cz47xh/XbVaBeXfye2vXeAtx7aSrzMz+9O9TKjOMR9k0cw2Nt5u8RtG17kheL5fHmQysqatygPlTM2fyyPPPF7NM8gigs0ho22VwW2ojpNj21DyfNQsHhs+v/etqwahCBn4dCT+jldXE4UA0q4BoOjKS9f7AoCl37JQBIELi4DgY/acNHLJ13Bmxvf4aL6heyu3cHosnEA/OITZ/LWinU8MfET3PDBHYxa9D1Qer7vd56m8ucpI/n9/kP8bM8BtoRj/N+Xp1L1z0ree3o3B/e0cPaNE/EG+s9e4i59Q6QlwWv3b+K8W6YQzHMtcCeTjUurWfb3HTSUe7l/ro+bRwzme6PL0OSuO5V+dyiJP6Rz/eixXLr+fa4YdwXJWIw966sQssyNt3wdsFfmb35qJ2ZrksFfPAXZbzftzXCSyAcHCUwfjFroO2mf08XlRDKgli2VZR8Txv8kSyC4uLi4uLgMBBYOXch7gzehobLprffT8bnFIb6RlGgK5fH9ghsQ21855rJlSeL24UN4YvpomnWTizbvJnZxGfOuHMu+jY088bNVNFS3AbZ4efrXq4m0JHrts7kMDFa9WEntrhZWvVjZ11X5t2LNa/tY9vcdVFZ4ePiMEHdPG8GPx5Z3K1p37tvIMzkz+YynkR0NK0mYCc4ceiZPPHgfwuNHGSnICeYCEFlxgNjmRvIuGIFnaE66jPA7tQjDIucs19rq8tFhQAlXFxcXFxeXgYoma8ydtoDN/t2U7AwS1aPptFsumsuY+kMsHzObF187duGaYl5BDq/PGcfkoJ8vbNnPP4ZJXPS16ZhJk3/8YjVb/3XAFS//RiTjBk0HIvzh1iX8/gtvsWlZLQjYtKyW33/hLf542xJMs7ut51yOFyEEK57bw3v/3M2WYR7eW1TICx8bx6VDjjz3/Hc7d+Ozknxh6myWVi0lR8uhpC2X3XUNJIwmLvj4YgCStWEOv7AH3/gCQvPaF1+yYgbh92rxTylGGxQ4oZ/RxeVkMqD2cZ09e7ZYtWpVX1fDxcXFxcXlQ1EbruVXD/yQbxy4ga0fP8y5Cz6ZTlu9ei+fPNzEhAOVvHTOdHwlPVukqSs9iM3wAAAgAElEQVR0S/CT3TX8qbqBOblB7hpeykvf/6DLbbkVVeLm/52P5lXcubADCD1hEm6OE25OZLiJrHAyZhy1HEmCUIGP3GIfOcV+cot85Bb7ncNHINfj/i4+BEII3n5yJ5vfqmbtSA/mBWX8bvJwctUjb89QGQ4z74Pt3BJdww8+fjOLnlzEx4acStlSH4eFzPqhq/nHzc8i6XDonrVYcZMhX5mRtdVN65v7aX19H4O/PANPWegIV3Nx6Z98JPZxdXFxcXFxGciUhcowxnuI1MWIZizSBDBr1gjOf3gDL5eP4s4n/sF3vnzHh76OJkv819gKZuUG+fr2Kj65bS93fWsaBx/aRfOBaFZe0xD86avLkCTQfCoev4LHp+L1q2g+Fa9fQfOreFNpfhWPT3XcDmG/gqr1zr5p/87zMfWkSSRLkHYWpoloZ1Hqz9EIFfjIG+SnfFwBoQKvc/jYtKyGnavqUBQZ07QYMbWIUdMH0doQp7UhRmtDnP2bG4m2JLPKVDSZ3CIfOUW2kE0J2lwn7M6d7oywBM8/vIWq9+pYOdbLrMtHc+vwIcg96AC4a/MGNEvhSyOHsrFhI03xJiZUD2G/aKNR3s/cafNRZIWmZ7djNMQovmVqlmi1Eibhd2vwTSh0RavLR44+Ea6SJF0J/AiYCJwqhHDNqC4uLi4u/xZcNulylqx7j3Mb5rKlZhOTyqek03593lksW7ORvw+fw3U7dzBi7LjjutalQwqYFPLz2U2VfHpvNd8p8cKBKKYMigVDJxQwZtZgkjGTZNwgGXOOuEkiZhAPJ2mpt8PJmIGpH31YqaxKWcK2XQBnCF1/N8I3HVayhjQvvG7Ccd2HE83eQxEevncdN946nWGDgkfMayRNwodtARppjtPW3NEfJxHpLEp9IY1QgZecIh+lY/LSgjTlBvM9R+w0WP/mfqYsKGfy/DI2L68l2pJg4ullXdavrSlOS32MtkZH1DruwT0tnay43oBqi9mijhZbHzlFvl7ryBgoWKbFw/dtILy+idWT/XzmusksLMrt0bn7YgmejHi5qeEVhpz1Lf6+/l78ukbt9gYkVeXdoev468ivE1lTR3TNIXLOHoZvdH5WGZEVB7CiBjmL3LmtLh89+sriuglYDPxfH13fxcXFxcWlT1hQsYCHSv7ERYcXsGbpCiZ9ql24Fg7J4WtNu/nvsqn8+I23eXDM2OMepjku6OPlWeMYt3wj2w6FCY/2sna0lxm7E2xrC3ObKfPa6eMoUmRCqkJIkfHIXS+BYRqWI3DNDJGbLXb1uEEile6ktTXGaczIJ6yeT1PatKzWnpsJFA8Noaiyc0goqoycEW73yyiKhKLZflmx8yqaHZ+Vr4tylIx0OZWuSJ2+i6RlETUtHnlyK/kHEzz6+Fa+dPWkTkN2M/3xsN7pM/qCGsECLzkFXkpH5aX9wbQw9R63ALzwC9PS/oXXju82n+pRKCgJUlDStQCPR/R2QdsQp7UxRmtDjMbaCHs3NmIa2Z0bwTwPucV+ctJW2nbLbTDfi9zNAkUD0eKe1E1+f/caPDva2Dorl59cP40Kn+foJzrcs6cKWZjcmm+CorG0ainnVc/G8PgIlzQwJK+E8WIU9c+swzMyl9xFw7LOF7pF2/JqvGPy8Q7rmVh2cRlI9IlwFUJsBdw5Ey4uLi4u/3aossqc6fPYsXcfpTtCtCXayPG2rwb6xUsv45FXlrB01FReffUVLrjgwuO+ZkhVWHPaJG4IVbIhHAPgldlOE0AIzlq5PSu/JkmEFJlAhpgNKjIhRSGoygQVOy7klQkGFIKqx05TZEKKTLFzXlCx8/rldtEnhMBIWhkW3naRm4gZRJoT7FpziMYDESQBQoKcAh+FZUFkyRbPpiFIxk1MQ8cyBaZu2fGmwDIsO2yKYxLIPcGUwVQkDNn2h2ICCUgttZO7qZVHNr2fdU7SK5EMqRghFTHCj5yXi5rrwZvnwV/gJVjgJeRTCSkZ97mbe3e81CV0Pr95b7d7h/YEX1DDF9QYNCynU5qwBNHWpCNq2y21rQ1xanceZscHdVnzrGVFIlToI6/j/NoiPyuX7KdmZwvLntvDhddP/LAf+YSTuqf/M7KUp+7dQFFVnMYFxfzv1VPwKT1fA7U6nuTvh1r51IEXKT3nCqpaq2itrEUzJhEMKDzjf4fPDP8MzX/bjqTKFF4zAUnJ/l1EVh3EatPJuca1trp8NOn3c1wlSfoc8DmAYcOGHSW3i4uLi4tL/2fxmMX8Nv+/uP3gtSz74HU+MX9xOk0JhvhdYjWXFFzCb6rCnBmL4vMf/8qgJT4P03MDbAzH0CQJXQjOL8rlhvJiwqZF2DSJmhZhwyRsWkScuIjR7j+UNLLikj1c4FGRSAuxkOPaAi0jLlcmWKDwW72Fc/06MwUYzpDmpQWC16cIvjJ8CFHTtnJGHWtnLCOc9psWMcsiYVgoFiiWQLVAMQWKBaolUEyy0yyBakIA8CPhFxI+C7xIeC3wCvBY4BGgWuC1IBk3MWpj+CMmMmBK0FyskZxdSHyQhxafTJuMfc+y7meSpEhAUxs0HfneydBBzMrtnQQZcan4zHsayIqT+VXlQVa0RPhl5QF+Oq4C6LxeV8evtKtvuNM5mTE5KrmhHHJH5HTKbxqWPXe3wR6GHHaOtsY4h9bWk+hgjZaAPe8e4PfvHgAgb7AfzaugeRQ0r4Lq+G1XToc1r4KadmX7nIw4+xzbon68nQK/3VTN+H/W8ii1lDWaBC6q4NaLjn2I/z37D4GwuC2+Bkp+zJLND3Fa9SmIoErhaSWY+03O2D8F/UCEohsnoXawQgvTou3tajzDcvCOyjuuz+Ti0l85YcJVkqQ3gJIukr4rhHi2p+UIIe4D7gN7VeFeqp6Li4uLi0ufURoqJTFBJV6XILLyIGKeyGpAn7roCs579S1eHzqPux/5G9/8j8/2ynXrkwY3lhVxfXkxD9c0UJc0WNTD+XddkbSsdpFrOMI3JdCcuEimCDYtwka7SK6OJwk7IjhimsQcC2kwLlidMaQ5FLcwBPx6bx1+WcLviLKArOBXJAKKzCBNI+Cz4/2KTEB28mQc/o5xcnZ+74ewbv7s96tgYyu6I7K9pX5+eMnkHt27SOp+Zdy7iGmm41L3LhWXeU9rEzrhaDx9T2NWz7e1eeRAE48cOIpiPhkUOsdYDdDw6IKyJp0Fm+NUNBgowukMCMocLFCQMNEMA09CoDULPAZohsBjCjRDoJnHdnlLAlOVMJzDVCVMzfZbqoyh2a6pSViqhKXJWJqEpUlsSyZJKhIzdicY12hf+JmPBdmZE+Mzx3gbDiSSPFbbwDUHXqJisj3CYuOrbxIMjmB0RTlvxN9hlG8EJR94CM0rxz+xqFMZ0bX1mIcT5F86xh3R6PKR5YQJVyHEOSeqbBcXFxcXl4HOpZMX8/baFSyon8mGmnWcUjEjnSaVTOHO+B3M1k/lb0VDuWrndoaP7X5eYk/589SRaf/Pxx//cEKPLFMoyxT20sKyhiWIWhbfGVLNq3XNaJLEqwUqV5YUsHtsBX5F7tHKrCcTM2IQmZbHWecMZ8kb+zC6mMPaFR7Znktc0Ev3zhTCEb/tHQQRx18TT/LEwSY2hmMYAlQJxgd8LCrMJaQqdLylPbnDHfN0FEud0ntUBrQZJgcP7kOqN9KdAa0VPoZ9chh+RcYCLAEWAiHAApJCEAcsy0LoApIWQjdtv245YQtJtyApwDCRkgLJsOMkXSDpAlm30HQLryGQIiayLlAMO14xBFKG+WRSF5/nshUR5NVRWNiDG5jB7/cfwrIsbq/+O1zyNgcO7SNUVwQ+i3mXnssvX7qbG5suQasIkXfBiE7nC0vQtrQKrSyIb/yR94h1cRnI9Puhwi4uLi4uLh9F5pXP49GSBzm/5XRWvP0+p3xqRlZ68eyr+OqKv/DziV/gf15dyn29IFz7O6oskSsrREyrk2U4eJT9L/uK731rbtr/sXHFfVYPRZLIURVyurlPWyNx1rXF8MoSSUswOy/Id8d0XlW4P/BLfT9rRnvZONbH1J1xJukS3xzdt3UVQmAaFkbCQk+atDbEeOyp7XiqoqgW6Aokxoa47TOnHFO5dQmdR2obubJxKcOGTYfQIJ686w6EP5eJM0az9OBSABaGZ1P0pQlIaud5s7GNDRgNMQo/NcG1trp8pOn5rPFeRJKkyyRJqgZOA16UJOnVvqiHi4uLi4tLX6HKKjOnn0alt4bynbm0JFqyM0xZzG3NL1DWWs9bo6fy2osv9E1F+4A/Tx3Jz8cPZXLIz8/HD82yFLt8OFLDxF+aNY4by4o4lOy85U5/YesFgxly8TD+es4khlw8jC0XDO7rKiFJEqqm4Atp5BT6KB9XQDikoFj2FlCqCVFVOuYVkO+tOoRuWXxl959g+rVUblhHc0RBF2Euv+haXtzwHONiw5l88emoRf5O5wtL0LZkP+pgP/7Jfddx4uJyMuirVYWfBp7ui2u7uLi4uLj0Fy4bdxn35P+UL9RdyVsrX+GyeVe3J3pzUKdcyu/2/JIrp/+Ku/bsZUEkgi945H1CXVy6oreHiZ9IBkpd52peAgtzs/bGPRbqkzoP1TSwOL6VEVIcc+TZPPOTHyI8QbSZCns2b2G7sYtb824icErX4j2+rQn9YJSCq8YhdbO1kIvLR4U+sbi6uLi4uLi4QEmwhMQkjaSkE/3gIKLjkq6zbmJ+ywfMq9vL2hHj+cNDD/dNRV1cXDpx4RemsfDa8RRX5LDw2vFZe+X2hD9W1ZOwBF/Z/CuYdhXLn3+WFs1Pg1LN2ePO5tmlTyAJiUsuvLbL84UQtC6pQin0dStsXVw+SrjC1cXFxcXFpQ/55ORLeCdnLbMaJrCqemV2YvksGDyJu1ofRLYs/l48jH3bt/ZNRV1cXHqNxqTBn2sauFRtZEx4D63DLuTdlasAWFe+jbHL81jqX8GMwumU5nc9vzex6zB6VRs5Cys67enq4vJRxBWuLi4uLi4ufcgZZWfwQclWQlaAjcvez06UJJh5A2W1b3NLazP7isv41UtvdrbMuri4DCjuq64nZlp8ZfcDMHgyz77wDnogh5qi/XzRuo6d1dvY7znIJ8Zf1G0ZrW9VoeR6CM4achJr7uLSd7jC1cXFxcXFpQ9RZIUpM2dT7amjYlcuDbGG7AzTrgbFw7c9bzIoHOH1cdN587ln+qayLi4ux02zbvBAdT0X5SqM3/siu3LPZU9LGJ9HoVVtZsHuKbwzZguKpHDO8K53l0zsbSFZ2UJoQUWXKw27uHwUcX/pLi4uLi4ufczicYt5Nf9fTIqN5vXVL2UnBgph4ifxbv47Py0ooiUQ4vd1rUTbWvumsi4uLsfFn6rrCZsWX2t6DUOoPLehBeHxkTM1lztqb0bK11jq/4C5ZXMp9BV2WUbrW1XIQY3gqSUnufYuLn2HK1xdXFxcXFz6mMGBwcQnquiSQWxlHZawsjPMvAHih7kodwMzm1pZOWoyD/zlr31TWRcXlw9Ni25wf3U9Hy/OZdKGP/G2OJtWXw7Dy0oZvTWfQjOPuougNlLLhSMu7LKMZHUbiR3NhOaVI3v65/7GLi4nAle4uri4uLi49AM+Me1i3g9t4GMNU/hX1bvZiSMWQP5wpDUP8buZUxBIPF48nMrNm/qmsi4uLh+KB2oaaDUsvqbso7mxmfcjpciywhnD5jClaRQ7ZzTyRmQZHtnDomGLuiyjbUkVkk8hdFrpSa69i0vf4gpXFxcXFxeXfsDpZaezsmQbeWaIDcs7LNIkyzDzeti7nLG5zXwqYrKrZBi/e+k1LMvsmwq7uLgcE22GyX1V9ZxXlMuUzQ/xXOtp6DkFnDp5Jr5lYVaENjLs7Mm8svcV5lfMJ8eT06kMvS5CbHMjodPLkH1qH3wKF5e+wxWuLi4uLi4u/QBZkpk4eyYHtQaG7S7gYORgdobpnwZJhrWP8INFp5Afi/H6hFm8+fRTfVNhFxeXY+LPNQ0cNky+Vhpk+wfvsy9nPAGPhyl7hxDWYvx9zBscTrbQEGvgwpFdDxNuW1KF5JEJnVF+kmvv4tL3uMLVxcXFxcWln3DZuMt4Pf99pkfH88qaF7ITc0th7Pmw7lFCAYUf5RTTGMrjTwdbiRxu7psKu7i49IiIYfLHqkMsKsxh8s5neTF6KpbXz1n/v737DpOjOhM9/DsVOk5PThqNpBkJ5YwiQQgRJQzGCcyFBez1vbbveoO9GYe73rXXZte7XqddryM4gDF5wZiMBjAgQAgQCAWU4wRNnu7pVHXuH9UTWhqhgKTuHn3v89RTVadOVX9VUOr5+pw6VbUIOpJ8c8xPWThxCY/ueJSQFeKC+gsOO0a6vZ/Ym22El47BDNs5OAshcksSVyGEECJPVAYr6Z9p4uDSv7aVtJvOrnD2TdDXAu8+wbXnTmJGVx9rJs/h9tt+npuAhRDH5Bf72+lIOfxlQy1NDz5Mb/l46oorqN3m5+DCNG8EN7Fs7DKe2v0UK8avIGgFDztGb9NeMBWR8+tzcAZC5J4krkIIIUQeWTnnSl4tepvzDs7h2V3PZm+cfBkU1cK6X2KYBt+dPY20aXFvVSNbX1+Xm4CFEO8p5rj81+5WlpdFaNj1Gq8mJ6AMg/M6pxKYWMr9Nc8Q8UWIO3G6E90jjiac7koQXddCeGEtZrEvB2chRO5J4iqEEELkkaVjlvJq7SbKnRLWv/hS9kbTgnnXw7uPQ89+Zp9VyUf6HDbWNfKjxx7HSadHPqgQImd+vf8gB1NpvjChmoduv41UaSWz7VrKfBFKrp3Ms/ueY9nYZTy560mKfcWcW3fuYcfoe24vaIgsl9ZWceaSxFUIIYTII4YymLJoLgetLhq2V7Cnd092hfl/BNqFN+4A4GvLZ1GUTPLE9CU8fe9dOYhYCHEk/Y7LD3a3cl5pEUWvv8Reu5KATjK/bxpl107lneRmOuIdnFd3Hs/sfoZLJ1yKbWY/v+r0Jul7pZnQ/GqsskCOzkSI3JPEVQghhMgzV0/5EE+VrGFBdAaPvPFQ9saKSdCwDNb9ClyXstIgtwRKaSkp5xctPXS3teYmaCHEYe480E5rMs2f1hTz+IP34gbDXJAOUnbBBIJTy1m9ZzWWstBoYunYiKMJ9/1hHzgukQultVWc2SRxFUIIIfJMZbCS6EzvKzqxto2kk8yucPbN0LULdj4HwCeWTWZSb4wXp53Nnbf97HSHK4QYQcL1WluXloSJPXQXfcXV1LktTKy9lJLLGgBo2tPEwtqFNO1pojJYycKahVnHcGMp+l46QHBOFXZVKAdnIUT+kMRVCCGEyEOXz/8Ar4c3sax9Pk/vfDp74/SrIFAK634JgGkafGfKJPptPw9WT2TTKy/mIGIhxHB3HejgQCLFzXaKNzZuQpsGl6p+Km+Yh7IMdvXsYnv3ds6pO4fn9j7H5Q2XYxpm1jH6XtyPTjoUrxiXo7MQIn9I4iqEEELkocW1i3m1dhPV6XJeX3NIImoHYO51sPFhiHUAsGhaDVf0pnhr3GRuf+xJUslEDqIWQgAkXZfv7WphQXGIg3f8lFRpFQv0esasuAGr3HtOtWlPEwCmMkm6SVY2rMw6hptI0/vCfgLTy7Frw6f7FITIO5K4CiGEEHnIUAZnLZ5Dl9nLpJ3VbO/anl1h/o3gJGH9bweLbj1/Fj7H4clZ5/D0Xb8+zRELIQbc09zJvkSKqw/upNlV+HWKiwJ7CSy/ZLBO054mppRNYc2BNdSF65hbNTfrGNE1zej+NMUXjT/d4QuRlyRxFUIIIfLUB6dezdOlL7OkdzYPr38we2PtLBi7wOsurDUA1RUhvmCG2VdWzV1tfbTv25uDqIU4s6VczXd3tTAn5KP7oXtwQhEuU02EzrselAKgK97F662vs3TMUtbsX8PKxpWozDYAnXLofX4v/sml+MZFcnUqQuQVSVyFEEKIPFUeKCc608DCJL7uIP3p/uwKZ98Ere/AvtcGi/5k+VTqo/38YcYi7r7tJ+hMUiuEOD3ua+lgdzzJBRteJlZWTaWbYL7aiJp/3WCd5/c9j6MdbMMmrdNc0XhF1jGir7bg9qXk2VYhhpHEVQghhMhjl559BetDW1jRvoDHdzyevXHWR8EOw7pfDBbZlsm/NUygLxDid2Mm884Lz57miIU4c6Uzra1TLeD1l9GWzdXB5zAmrYDiusF6TXuaqApW8WbbmzSWNDKlbMrgNp126X12L76GYnyNJTk4CyHykySuQgghRB5bWLOQtbWbqUtVs+6VF7I3+iMw68Pw1n2Q6B0svnBWHRf2JnmjYTp3Pv4kiVjsNEctxJnpwdZOdvQnmf/C46TLa5gRKmJc4m2Yd/1gnaST5IX9L7C4djGvtbzGqsZVWd2EY6+34nQnKF4xLqtciDOdJK5CCCFEHlNK0bh0Fr1GlCm7xrCpY1N2hbNvhlQU3r4/q/hb58zAdDVPzz6PZ37zC4QQp5ajNd/Z1UJDKk75wRYsTK4Y/y74S2DaBwbrrW1eSzQVJWAF0GhWNawa3KYdTW/THuyxRfinlOXiNITIW5K4CiGEEHnuyilXsbr0Vc7rncdDhw7SVL8IqqYNvtN1wLiqIj5DgJ1Vddzf1kvrzkNGJc5zTk+S1h+9idObzHUoR9WSSPGhde/SmkjlOhSRQw+3drE1lmDWmqdxi4pZseQcirY95PWKsIOD9VbvWU3QCrKpYxPTy6fTUNIwuK3/rTbS7XFpbRViBJK4CiGEEHmuLFBG70yFrW0Sbx4kmooObVTKa3XdtxZaNmTt91fLp1HTn+C52edw789/gnbd0xz5idEph65HtpHc0UP3YzvyeoCpmOPylXf38nJ3lG/taM51OCJHXK359s4Wavu6qU9EKQ8Vs7SmGVIxmHfDYD2tNU17m5hbNZcN7RtY1TistdXV9Kzeg1UTIjCjIhenIURes3IdgBBCCCGO7uIFK9m4dgMXty/mkW2PcO20a4c2zvk4PPUPsO5XsOrWweKAz+IbdXV8qrOdJ8ZO5dxnnmDeJStzEP0QrTVuNIXTmSDdlcDpSuB0xQeXU/v6surHXmsl9lorAP5JJZgl/szkG7bsxwhZp7SFKu64bI3F2Rz1pk3ROE+29zA8pf7VgXZ+daAdBXykpoyxfpuxAR/1AR9jAzbj/D7ClnnKYjwapydJ+282UnH9dMyIL2dxjEaPtHWzJRbn8g0vg+3jqms+jNn0Oag4y+sVkbG5czPN0WZmVswEYGXD0P0Y39hOuiVG+cenogxpbRXiUDlJXJVS3wKuApLANuCTWuuuXMQihBBCFIIFNQu4tfZ+btyxigfW3s01U68ZStTCFTDtSlh/F1zyVbADg/t9YN44Fj90gNcmzuT+p+5m7JRpPPPz/+bKz/8d4dKT/wydTrk43QnSXfFMUjo8QfXKSWe3oCqfgVkawCz1E5xXRao5SrqtHxwNhsKqCGBVBnFjaRLbunF6E3Bo47FlYGUls9mJrVniwwjbR01uk67LtlhiMEEdmHb0JwY/0lIwKRTg0opi9vQn2RLtx1EKQ2vGBn1U2RavdEc5kEgeeqqUWuZgIjvWn53Ujg34qPJZGKcoAT/w2CZ+t281Vz5qUH/t7FPyGSdLISXZrtZ8e/t+yrs7mBCLMmP6dBpLgF0vwEVfGXx3K3jdhBWK7d3bmV89nzFFYwDvB52eZ/ZgVgQIzqnK0ZkIkd9y1eL6JHCL1jqtlPoX4Bbg73IUixBCCJH3lFKMXzqD2K5+ZuwZx1sH32JO1ZyhCmffBBvuh02/g9kfy9r324umceGGd1k9dxl13/032kw/z/7211zxmT87rhi01rixtJeEdg61kjrdCdKdXqLq9h3+nKcR8WGV+bHrwgRmlGOV+DHLvETVKvWjgtmtpZ0PvEu6JeZliI7GP7GUsg+fNRSHq3H7kjjdSS+G7gROTwKnO4nTlSCxoxunJwnuIVmjqQaTWF3iY1+pzbawwTY/vKsc3k2n2Z5IDCabBjAx5GdaUYArK4tptBTjlEu1myIdj3PPPb9m78TZOHUNmI6DYxhEtm1m6fa3WbVqFcpv0a0M2pVJm1a0aUWrC61Omu29KV7o6KXvkBh9SlF3SEttfcBHvX8o2Q2Y2U96aa3RKReddNAJBzeZWc6st9+5CVzNH6xNNJtd/GH9Gs5f1wWGovTKiWAor4XPYNjy0Dxru1IoM1OmMnNTgTravgqVOT5KHbVFcfuDr3Lf9kf46ANXMvmmc4/yf2bu7G+Pcs2r77LND5dsfxufZXH5Fatg3X8BCuZel1W/aU8TU8qmsLlzM19c8sXB8sS7XaT29VH2kcne9RRCHCYniavW+olhq2uAjx2prhBCCCE8V067irtLfshFXYu44+37mbNiWOLauBxKx3uDNB2SuJ41ppiFv13DmrnnsWbsFN5snEH/i4+y8eNXogyDZdd/gmBRhECoCJ8KYDt+7LQPK26he1JZrac6ld3UqWwDs9SPWerHN6ZocHkgKTVL/Cjr+IbUcPpScHYJj7e/wuUVS3D6sgdoUobCLPZjFvvxjYuMeAztel2Sk51xdnbG2NQTY1N/gs2pJO8aDrt9cVJGAtKgUpqq/iS10X4ujMaojEcpT/QRiffiOHHiToKE67AJOGRMZ2I+PzP372D6gZ1sHNNA1BfAdV0eeeSREeOqzkyzMusJ06IvEKLPH6Q3M+8LhNjqD/FGIEjUF8hqsQMIJ5OUJOKUxhOUxZOU9XvziniSinia4pSLicLEwMDgDXsnWmmiPj9PTT+f2Duvsin1NIZWrPhdCwYKA4XKzA2tMDIlxuCUWdfqkPpG1voxG57oDibA4EbTADyWfpJ42Oax9Y8R/HsHFASmlKFsA2Wb3twyIDP3yo2h7YeWWYcuZ47xPrvkfuOlzWwLKXyJBBN7Oll+8UWURCLw5p0w8UIoqR+s2xxt5p32d1hcuxhDGVw64dLBbT3P7MYs8baBmj0AACAASURBVBE6u/p9xSPEaJYPz7j+MfDbXAchhBBC5LsSfwl9M8H/Bx+p9Z10n9tNib/E22gYMP8mWP116NgB5Y1Z+86JdvN2PMbqmUtI2D5enHc+y8MRlNY89uzzKO16LZTa9Za1RrkuBia2YWKbPnw+Pz6/n0A4RDBSRLAkQqgkQigSIRQpJhTxU1TiJxAKg2V50wm0HlXeOIMH7ruPPc17WFtVxodu/GjWdq01iUSC/v7+wSkai7ErFmdrPMWOpMMuV7FXWbSYPtJGJnG2ociJUR7tYWZrD2WxXsqjPZTG+rBdB9MwCZg+AoYPv7bxOTa+VAC/a+HXNn4yc+UjFA5h92qmrN/OFvMASmsq+9Yz1RnDIucCzHFh0sk0TipFOpEmnU6RTjm42sHBxUHj4nrLcTezrHFI4NKPo9pwDE3ShM6gTXvQR0fApsNv0+n30en30VoUZkt5OWkz+7lZy0kTScQpSsQo6o9RlJhMJN7P9qoxHCip4MVJM1m6/R1M7fKotRHDdTG1ezxp5xEZSg2msEopr5F2YD1TRwFKZ9a1zqxrSEG33wGliPqCPDV9EZe+8yo/TT0NWjNpsx/LNbBdA0sb+BwTyzHwuQYWFoYyh00GBpn5QNlI65aJYdu4PotkwCTlM0jYxuA8aSlvbiuSliJpKhKm4h/MGI6hIOz9v5X0B/jx8qu5PaHZvesF6NrtdRMe5rm9zwGwu3c3S2qXUBmsBCCxvZvkzh5Kr5p43D/yCHEmOWWJq1LqKaB2hE1f0lr/T6bOl4A0cMd7HOfTwKcBxo8ffwoiFUIIIQrH8kWXsfXVjVzSsYSHtz7MH838o6GN866Hpm/A67+Gi7P/aL59ySqSw5LITXWNbKprBK0pSiXxOWlsx8F2UthOGiudwnLS2Ok0tpPObB82JdLYBw7i29ucVT5S8qMAUykM08AyTEzLxLZsbJ+N7fPh8/vx+QNYlsWGDRvQOtM6OHcZsXde5Y2vfhWAiooKYv39HHQ17cEIneFiOsIROkLFdIYjpE0bsMGCSDJOdSLOUreHcTg0mIpGv0V5JECwuopgcDzBYHBwCoVC2LZ9WOyDg0l1J70uyd2JweV0ez/Jli1URF36WzcSrJ5OIuxQVFmCYdoYpSbKZ6B8JobPRPnNzLJXpm2Fa7i4ysE1HBzlpbSOcnDdNI6TJp1K4qSSpJNJ0qkk6WQKJ9XnlfekSCUTdKU1LRi0GRathk275afd8tPhD7KnooY+fzDrnLbWjGdrzeF/Uxmug+E4mO7A5GI6DsawdWOgfNjcGJhrN1PHS4RNx5t75Zl6WntJcmbZ0hojU2ZmYkAZvNo4kwMlFbwwaRbz9m4lbZjsNUwcwyBtmDiGSdo0vLlh4iiFoxRpZeAoA8cwvDLDJG0YOKY5bD+TtGl5y5ZN2rQOa9X2DPQucI7wf/UQ00kzeddmLlnzKHygGHwR77nzYVbvWU1NqIbmaDN/MvdPBst7Vu/GKLIJLx7pz2YhxACVqyHmlVI3A58FLtZax45ln4ULF+q1a9ee2sCEEEKIPKa15t9/9FWu23kJt876Jd+/4cfZAw7dcS00r4fPvw3m0O/T+9uj/NHjT7OpZiyuYWK4LhXRHi5taACfQdRx6Uu7RB2HPmdo3pd26D/0WdH34HMd/JlE15dOYadTWKkEdjKJmUpip1PZSbDrYKfT+FwHW7uY6TS21qxtnM6mMQ1MaD/A2I5WOoNhekorOBiMkLCGEsxIKs6YeJS6RJT6eB/jUzHGJvsJu5lkI3Nphq6RyqwPrGbWByuOXH+w3uClVrz55O9HfMWQUorxs+eRTmaSzlQqk3ymMsmnV+46IyVEx84wTUzbh2XbWD4/ls8eXDdtH5bPh2nbtPlC3DZmGrsranFMC8NxqOrrZLnbT9C2M0me4SV0mcQvbRiDyymlSCtFCoO0UqSBFIo0ihRkJkVKQ0prUkAyB39eWtrF0hork1RbA4m4k8ZwnKxyM2vZm1uui09nJtfF1s7Q3Elhpx1sN4UvncKIx3m8fipvTZqF6bo4hsEFu3dw26rFhH+6GGZ/FD74/cHYYqkY5991PpNLJ7OlawvPfvxZin3FJPf00vqfb1CyqoHI8nGn/6IJkYeUUq9prRceWp6rUYVX4g3GtPxYk1YhhBBCeElR/TlTie9KMGdvI2tb1rKoduh1Gyy4Ge66HrY+CVOH3hFZVxGm2A6glYHP0aQMxVmJJN+e03DUz3S0Jua49DlOJrn1lqNOZjmdSXIHytKZupkE2Ft36XIc+tIO0eNIhHdV1rGrsg60pvHgfua17qW6t4Pqng5qetoJJeMM/QbvLbRrTfvQKnpwIXs+tFtm/ZAf8/VR6vv8AZLxBFoPJaC25ae4toZkfwzL9mFHigcTS9O2sWzfsARzILn0yix7+LIfM1Nm2Tamb6i+V8/GMI/91TpNDz7KDsPATKdwTJNZpPjeR6465v2Pl9aatIakdkm6mpSrSWhvPrwsqTVJV5N0XZJaczCR4ruvvUVLUSmOYWC6LnU9HXz53AXU+G0ChoHfUARNb+43jMEy8z1GY3Ych0QiQSKRIB6PH8c8TTzhrSeTSdJ4XQVRFr0lFVnPN+8OBfiPH/2ML7tRmHt91ue/uP9FUm6KA9EDnD/2fIp9xQD0rN6DClqEl445Zf8thBgtcvWM6w8AP/Bk5hfNNVrrz+YoFiGEEKKgrJr2AR4s+QkX9iziFxvuz05cJ18GRTXeIE3DEleAcKiG65ImN08Zwy+2HKA1VHNMn2cqRcQyiVim9+39PrmZRHggAR5o2Y06LvvjSb677m1awsW4honppDmrq417rrqEav/89//hJ9mTP/lP1j/9GKZl4aTTzFhxEZf878/lOqzDdLhwcU8Ln51+Fv+9cSvthzcUn1RKKWwFNibh43x17YboZH61vx2/oUhicNGMqVxd8/5e3WSaJqFQiFAodMLHcF13MKHt6Oig6M5fEXW8HzSWb1tPian447rXIdoI45dm7bt6z2pCVojORCdXNF4BQKo5SvyddiIXj8fw58OwM0Lkt1yNKnzW0WsJIYQQYiQl/hK6Z2hCLwZIbeii/dx2KoIV3kbT9p51feF70HMAiodacu74wNzB5XkTK0532IMMpSiyTIoskxoOf6709y/20FxUik9ByjCpcRJU+w+vlw9i3V3MvXQVcy5eyfqnHyPa2ZnrkEb02EeGfsRYNnVyDiM5urZkmpvrKrhxbCW/2neQlmQ61yEBYBjG4DPRZWVlTJ23gHXr1mGZJo7jMGn6FCJvfRtWfDnrmVnHdXhu73NUhapojbWyvH45kGlt9ZlEzqvL1SkJUVDk5x0hhBCiAF2w5BJ2rd3CZR3n8ODWB/nU7E8NbZx/I/zhP7xXciz7q9wFeYLC0+dws88aSlyqSnMd0hFd/ddfGly+5FN/8h41xbG6bfbQiNi3Ts3f5z6j0SgLFixg4cKFrF27lr6d6xjp3a1vtr1JV6KLlJviwvoLCdkhUgf76V/fRtEF9Rih/PxRRoh8I2NuCyGEEAVobvU8XqvbwrR4Iy++0YSrh/X9rJgEDctg3a9ghMGD8t1tsxu5deo4ZhYFuXXquKxERoh8cd1113HllVdSW1vLlR/4ANc590HjMijNTrab9jRhKINoKsrKxpUA9DbtAdMgcv7YXIQuREGSxFUIIYQoQEopxiydQkqlOHv/ZF7a/1J2hbNvgs4dsOsPuQlQiDPJ7pegcyfMu+GwTav3rKYiUEHEjnD+2PNJd8WJrWulaHEtZsR3+mMVokBJ4iqEEEIUqJUzruCl4vVc3L2E+9+5N3vj9KsgUOIN0iSEOLXeuAN8Rd59N8yO7h3s7NlJT7KHiydcjM/00fvsXlBQdEF9joIVojBJ4iqEEEIUqIgvQvcMlyI3hLOxl+Zo89BGOwhzPg7vPASxjtwFKcRol4zChgdhxofAF87a9OyeZwFIOAlWNa7C6U0SfbWZ0PxqrNKTMES3EGcQSVyFEEKIAnbeORezz27l8q5zeeDdB7I3nn0TOAlYf3dughPiTLDxd5Ds80bzPsTqPauJ+CKUB8pZXLuY3uf3gaMpvjB/B50SIl9J4iqEEEIUsNlVc1g3ZguzY5P5w1urSbvDXh1SOxvqzoZ1vwCtcxekEKNVbzP8/m+gpB7Gn5O1qTPeyeutr9Of6ueyCZeh+jXRNfsJzq3CqgzmKGAhCpckrkIIIUQBU0pRc85ZpHFYdGAaz+19LrvC2TdB6zuwb11uAhRiNHviK5DohlAVGNl/Vj+/73k0mrROs6pxFX0v7kcnXWltFeIEyXtchRBCiAJ32cxVPFr8Cy7tXsp/brqXi8ZfNLRx1kfh8S96ra71C3IX5GjW2wz3fhI+djtEanIdzehwOq5pOul18U1Gs+eJEcoO3fbuY9m9GA68Dl8tAcsPX24FvNfg+Awf5YFy5hTPouWF1wjMrMCuDR8hICHEe5HEVQghhChwRb4iumc4lKyJwOYoe87Zw7hIplUnUAwzPwJv3weXfwP8RbkNdjTR2ktinvwH2L0Gnv0XuPLbuY5qdHj2X7OvqZMelkBGIdk7bDkKid6RtyX6Dtlv2LqTPPZ4fEXewEu+sLdctwC690K0DbQDVhCmXwmX/TPgDcb0/N7nSbtpVjauJPZyCzqepniFtLYKcaIkcRVCCCFGgXPOvYiWtVtZ2XUe9225j88v+PzQxrNvgjd+DRsegLNvzF2Q+cx1IN7tjcAca4f+Dm85a94Osc6hsr7m7GOs/Zk3mX74SmtuzqOQJaNw6wRwU0NlA9f0eFjBoSTTH/HmgWIorhtKQP1FQ0mob9jySOV26LBuwAA8/AVYdztYAW8QNH/xYOvwq82vEnfiAKyqX0nfT/bhn1KGrz5yghdHCCGJqxBCCDEKzKyexU/HPMrKPUv55YZ/53PzPodt2t7GcYuhcqr3TtdCSVzfT1fRdOI9EtDOkbf1dwFHGMDKsCBYDqFyb14+EcYu8BKWPWugdVN2suUk4AeLYdJF3tRw3mGvSRF4raj718H2Jtj+LOx5OXMdFSgF2gVlQsVZMPlyKK4dllSGR0447TCYp+nP22grLPgkLPwkrL0N+loGNzXtacJQBvVF9YzbWkJ3tIPii6S1VYj3QxJXIYQQYpSoOncizm9dlrTM4Ok9T7OyYaW3QSmv1fWJL0HrRqienttAj8VAV9FnvgYX/HUm2Ty0BXR4S+iwpDQVPfJx7dBQEhoqh5JxQwlpqBxCFZnlsqEyf7F3DUfy8BegZUOm1S0JM672ktptz8Brt8HLPwTDhvFLYdIKmLgCxswbuQVvtNMa2jbDjme9ZHXnHyDR422rnQNL/y9MvNB7J+obvx66pg3nw+Vfy2HgR3DdHUPLw7qIa615avdTuNrlygkfoO/xffgai/E3lOQgSCFGD6ULaHj8hQsX6rVr1+Y6DCGEECIvRVNRnvzXX9PYP5YfnPcgP1n102EbD8K/T4N5N0D7lpM76I3WkOqHVCzz/GBshOXMM4apqFd22HJmvv91jtjyeahA6bCks2LYctkIiWhmmx04Oec84K4boKgmu9VtIKFJxWH3S7B9tZfINr/llQfLYeJyrzV24gooHcUtcT37vdbU7U3eNNC9uqzBS1InXggNF0C4Ymif97qmBeCd9nf4+O8+DsDDE+7EeqyLyj+eRWBKWY4jE6IwKKVe01ovPLRcWlyFEEKIUSJsh+mcnmbhKyXobTG2d29nYsnEzMZKb/CYN3/jtWI9fguc+2eHJ5HvmXy+R1J6rMkmeF1v7TD4QkPPEPrCXnJ51qVwcDP07PWeOzVsqJsHC/4YKiYOJanBUjDMU3Idj8sRWt0AL0metMKbLv0n6Gv1krhtz3jThge8ehWTM92KV3iti/4Cfg4y3u21pA4kqge3eOWhCmhcnklWl3uJ65G81zUtAE17mgCYUjIZ/ytxjPoi/JNLcxuUEKOAtLgKIYQQo8g7bRtIfXc7WwN72HZ5H3+76G+9DV+v9p79PB5ZyeVRlu1Q5pnDY1i2fO/9uQOD3pg+L8le8MmCTGDek9bQtimTxK72kr10v5fUj1vitcROushL2vMhQT+SdAL2vOIlqTuehX2vec+mWkHv2d6BZLVm1hnTPfpDD36Ibd3buLXsK8x9cQwVN84gOLPi6DsKIQBpcRVCCCHOCDOqZnJ77RNctPdsbn/nVv58/p8TsALwF+vh8S/Bxoe8ZND0Qf0iWPx/oLj+8ETUCuYu0XiPQW9GDaW8Z42rp8M5n/MSwN1rhroVr/66NwVKs7sVl03IbdyuCy1vDQ2otOtFL+FWJow9G5b9lZeo1i/y3ml6hmmONrOtextKK+ZuGY9VYxOYXp7rsIQYFSRxFUIIIUaZyqUNGPcanNM2myd2PcEHJ30QIrXeIENuemjQm6ppMPPDuQ73cAXeVfSEWH4vQZ24HC75qvdM8vYmrzV2+2p453+8euWTMt2PL4KGZd5rXk61jh1DAyptf9YbEAu8karPvinznOp5EJDBhwa6CX9MXwEHUxT/r4ko4wgDewkhjoskrkIIIcQoc9Hcy1n92G9Y2X0e/7Hpbi9xhTOjJXO0CFfC7I95k9bes6LbMq2xb/wGXv2p18pZv2jotTt180/Oq2Ci7cMS1Sbo2uWVR8bAlMu9RLXxAu+9qCLL77f/HjRc03YpVmWQ4OyqXIckxKghiasQQggxyoTsEJ3T08x9tRxjZ5LNHZuZWj71zGzJHA2Ugqqp3rT0s5BOwt5Xhp6PbfomNH0D/CUw8YKh52PLG7OPc6R34yZjsPvFoUR1YPRjf7HXqnvOn3otwZVTjvxaIEFfso832t5gUXQmkQ4fkY/VS2urECeRJK5CCCHEKLRo2XK6123niq5l3LPlHr689Mu5DkmcLJbPG3244Xy4+P95767d3pR5PnY1bHzYq1fWmN2teODduE3f9F6LNDCg0p6Xva7jhu0NDLXiy16r6slqwT1DvLDvBbTWfLLrw5ilfkLzq3MdkhCjivxrJIQQQoxCU6uncWftk5y7bzY/2/Q1ogu+QNgO5zoscSqEymHWR7xJa2jfOtSteP3dsPbn2fVfu82bAGpnw5LPeInq+HO8AbrECXlo20PMjk2msbeOyNX1KPPMGEVZiNNFElchhBBilCpbOgHrPpPzOuby+x2/55op1+Q6JHGqKQWVk71pyafBScGWx+GZr3uv30EPPRt75XegZnquIx4V0m6aNc1r+Gr7Z1BFFuGFNUffSQhxXOSnICGEEGKUWj7vEt4JbWdV1/ncs+keCund7eIkMW2YfqXXmqqUN6I0GmpmStJ6Eq1rWUdjXx3zo9MpvmAcys7jd+8KUaAkcRVCCCFGqZAdon1akrpkFdbeNG8ffDvXIYlcibbSNv96PjHnAg7Ov15GlD7J7t1yL9cdXEnK7xJeMibX4QgxKkniKoQQQoxiCy68gF4jxhXdy7h7y925DueYtcXa+MRjn+Bg/8FchzI6XHcH/1VZzbrOzfywujZ7hGnxvmit2b11K0v75hA5byyGX1pbhTgV5BlXIYQQYhSbUj2Vu2uf4dwDc/nZu/9I98JuSvwluQ7rqP57/X+zrmUdP3zzh3xl6VdyHU5ec7VLR7yD1lgrbbE2WmIttPW30RprpTXW6o12y1A38bs3383dm+/GUAZfXPxFGksamVg6kYpABSpPXnfTFmvjb577G/5t+b9RGazMdTjvaWvXVq5qvoC4maTu/Am5DkeIUUsSVyGEEGKUK10yDt8DNud1zuWuTXfx0oGX8i4hiKaiNEebuebha0i5KcpSxdy67y+4Nf1z7t58N7Zh88THnqA8UI6hzpwOY33JPlr7W7OT0lgmKc2UH4wdJK3TWfspFBXBCqqCVSwds5S9fXvZ37cfRzsYyqDILiLpJPn6y18f3CdiR2gsacyaJpZMpD5Sj2Wc3j8ZC+mHi4dfvZ+P9S7lwJwYZ4XsXIcjxKilcjFQg1Lqa8DVgAu0Ap/QWu8/2n4LFy7Ua9euPdXhCSGEEKNKPB3npW/cR8D18VdT/oO+VB/XTL3mtCQEWmv6Un20RFtoibXQHG2mJTZsOVPel+rL2u9zBz7OFV3L+H3p8/znmN8OlluGRXWwmupQNTXhGm8eqvGmsDevClZhm6cvgTiR1sGUk8pqFR2eiA4mprFWYunYYftG7AhVoSqqQ9WDU1Wwyjv3THlFsALbGLoG//TSP3HPlnsG16+dei1fXvJlWmItbO/ezo7uHVlTW3/bYF3LsKgvqmdcZBx1RXXUhmupCdVQEazAUAaJdIKE401xJ07SSRJPZ+bOIfN0fLDu4DRs/+GfO5xCce7Yc4nYEYp8RYPzIruIiC8yOI/4hsqL7CJM49R22928awOJH+8g5AQZe8sSgiVFp/TzhDgTKKVe01ovPKw8R4lrsda6J7P858AMrfVnj7afJK5CCCHEifmb736WvzhwA1+Y8C02hXYMlisUc6vmYigD0zC9uXqPuTG0bmDg4hJPx73JiRNLxehP9xNLxYimo0RTUVJu6rB4iuwiiu1iqq1KqswKKo0Kyo1SLn9uDvYIHcKSKsUDq16jTbfTleyiM9FJZ7yTjngHCSdxWP0yfxmVwcrBZLYmVENtuNZLusI11IZqCdmhk3Jtv7bma9yz+R6umXoNX1ryJTrjnV4C2n9IC2lmautvoyPecdhxbMPOSkSHJ6bDy0eK29UusVSM3mQvvaleb56ZvvLCV3C0c9g+BgZLxizJSiIHEs7+dD8JJ0HSTb6va2MZFgEzgM/0Dc2tAH7Tnz1Z3tzVLm+2vcnunt042sFUJlWhKurCdSSdJH2pPnqTvfSl+kb8736okBUaTHQHktrBpPeQBLjYV5ydDGeWj9TCr7XmgW/9mEUd09np38+yf7zufV0rIYQnrxLXrACUugUYr7X+v0erK4mrEEIIcWJe3fUyJT/q4ZXw25Sni/nX+tswIj4mFE/ANExc7eK4Dq52vWXtkHJTXvLiJEk6SVJOCittYDsWvrSF37EJugFCboCg6z9sOej6vXVn2PLgtgAB7Tvu83Bx6TNj9JhReswovWaUHrNv2PLQ3Fv2tqWM9IjHMzAGk3ZTmdiGjW3a2IaN3/RjGzaWYWEqc7DOwPqaA2uynh09EoWiPFCenYCGqgZbh6tD1ZQFyrCURTQVpSfV4yVnSS9J60n2DCZsw6eBsp5kD9FUFFe7x3wdw1aYMUVjCNmhERNLnzFygmkaJn2pPu9Hg/4OWvtbaY42cyB6gP50/+DxQ1aIxpJGJpVO8rodFzfSWNrIuMi4rJbgkQy0DisUGs21U68dsXdA0kkOXoe+ZB+9qaFrNvx6Hbp9+LbhP6r4XZtip4jidBElThHFTphip4hKXUa5W0qpG6HEKaIoHaImWobi8OeBEyrFpG9edMz/HYQQhztS4pqzZ1yVUv8M3AR0Ayveo96ngU8DjB8//vQEJ4QQQowyiyYs4Zdl3+aC9vkYmHxh/420NyY4Oz2XWDRKPBYjFU/gxFPohIuRAr/jG5aQ+gm4foxjfCGB8hkov4nymagiE+U3wGeAT4HPQPsU+BSuT6Ft0D5wfeDasP2pNzirZQxp5WBpkx2VzVQubISYg4q7qP4iSvvDlMU1ZhyMOJhRhZk+8sBCadMl4UsRsxNErX56zSjdZh9dRi+dqot2uugwuoYlvF00G3FQ4Df9+EzfYFJrKQvLsBgfGU97vB07ZvD3+/6YW+t/TlFpCUvrllLqL8Vv+jGUgUZntYYeiB5gS+eWwSSrN9WblfQdSVZ3WLuI2lAtk0sney2HvojXYjistbDYVzxY9/uvf5/V7zzFLfs/xTfH/oxLpl5+UruKa61p62/L6na8vXs7aw6s4aFtDw3Ws5RFfaSeiSUTs56jbShpIOKLANAR72B+cA7/a+PF3Dn9Kdr720f8TJ/poyJYQUWwYjCGlJvyWvsTUeI9URK9MRJ9/aQTCZxEEh1zIOZgxDVmXGHFDXwJk2DSh+2O/Gexi5v5/8X7kaTFOsg7xe8yMT6OsclqbCziKsHrZVuYe90R/6QVQrxPp6zFVSn1FFA7wqYvaa3/Z1i9W4CA1vofjnZMaXEVQgghTsz2W57Bp4/c0pVUKRJmkpTl4NgafAaG38QK+PCHgoRCYYLhMFbA9hJSv4XhM1F+E8OfPVc+E2Wc+Oi0z3z7LtwQTLhwFrua3saIwUV/efRumDrl4sZSOLE0biyVmTLL0XT2+sC8P82RGk210iTsNDE7Tq8ZpdPo4SAddBm9WS27F3cvYWnfbF4sepO7Kx/HReMqF52ZO7gYyiTkCxLyhQn6goR8IcK+IkJ2iLA/TNhXRJHf6746sFzsLyY8MLfC7+t5zc+v/jxXbl7K1J1j2dywj99NXcN3VnznhI93PKKpKDu7dx72LO2u3l2k3aGW8KpgFQf7D6LRWc84/7D2bordCB+u+yD0Oxj9YMUVdsLEn7AIJG1CKT/hVHCwlTTsBo8YT68Ro8fso9eKEbX76beTxH0pkv40qYBDOqDRAQUhExWyMIM2IX+IkBUiZHvzoBVk+29eYfnBs0mpNLa2+EP1eq7/yz87HZdUiFEtn7sKTwAe0VrPOlpdSVyFEEKIE9PacoD1dzUxsbkGn7ZJqBTbyvcRubyBiY1TqAxXnvKBbPKRdjU6nh5KdqMjJLex9GC5k0mISZ/Gv58UoBQYeK+rySyjFCozz1o2FKhMXQPSrUduzbXHjjCY0Ml4I84xvVZHZwZuSpDIDNpU1VWCcRwBJM00CV+KpN8hHXBxAuAGgaCJCltYYR9WkR9/JEggEiZQFCYcCBO0gu97pOQHvvkj+gNJ6pZNZf/zmwnGfXz4ls+8r2MKIfKsq7BSarLW+t3M6geBTbmIQwghhDhTVNeMQfsVljZJqhS2NlERm3PmLMt1aDmlDIUK2RghGzhyK92h3KRDtUomAQAAClpJREFUqjXGurufpqatGJ+2SaoU7eV9zFixBCNgorX23p+gNVoDroZMmdaHLGfqoTV6YNnN7Jd1nGHLrvZai7OO45UNX7ZKAySbo7i9Sa++AiPiw64OoaxDun6fhAaN4zlEAJsA4aF9y10697USSNiYGKRx6In003DOTKyKAEbIxgh7kxmyUHbufmzJSlIXXpazOIQ4U+TqGddblVJT8f7p3QUcdURhIYQQQrw/Zgy2NBxgwoWz2N70Nubhb1oRx8jwmfjrI7T7uqjX5WgTbMeiOdTBooU1uQ7vMJ0PvEv0lWawFDia4PQKyj58Vq7DGtErP7iduXsnok0wHYNdpS3MuWhVrsMSQuRYThJXrfVHc/G5QgghxJls+HOik6cd9QkdcQyWlizGrPcRXlxL9JVmzuk9tve4nm5OX4rwkjGDcTq97+81N6dSoVxTIcTplfNnXI+HPOMqhBBCCCGEEKPXkZ5xPbYx7YUQQgghhBBCiByRxFUIIYQQQgghRF6TxFUIIYQQQgghRF6TxFUIIYQQQgghRF6TxFUIIYQQQgghRF6TxFUIIYQQQgghRF6TxFUIIYQQQgghRF6TxFUIIYQQQgghRF6TxFUIIYQQQgghRF6TxFUIIYQQQgghRF6TxFUIIYQQQgghRF5TWutcx3DMlFLdwLu5juMYlADduQ7iGBVKrIUSJ0AlcDDXQRyjQrmuhRInFE6shRInFM49VUjXtFBiLZQ4oXBiLZT7CQrnmhZKnFA4sRZKnFA491QhXdPJWuuSQwutXETyPvxWa/3pXAdxNEqpHxdCnFA4sRZKnABKqbVa64W5juNYFMp1LZQ4oXBiLZQ4oXDuqQK7pgURa6HECYUTa6HcT1BQ17Qg4oTCibVQ4oTCuacK7Jr+eKTyQusq/HCuAzhGhRInFE6shRJnoSmU61oocULhxFoocRaSQrqmhRJrocQJhRVroSiUa1oocULhxFoocRaSQrqmI8ZaUF2FhSgEhfLLmxCFQu4pIU4euZ+EOLnknjp9Cq3FVYhCMGL3BiHECZN7SoiTR+4nIU4uuadOE2lxFUIIIYQQQgiR16TFVQghhBBCCCFEXpPEVYijUEqNU0qtVkptVEptUEr9Raa8XCn1pFLq3cy8LFN+qVLqNaXUW5n5RcOO1aSU2qyUeiMzVefqvITIlRO4pxYPu2feVEp9eNixFmTuta1Kqe8ppVSuzkuIXDjJ95N8R4kz3vHeU8P2G6+U6lNK/fWwMvmOOomkq7AQR6GUGgOM0VqvU0pFgNeADwGfADq01rcqpf4eKNNa/51Saj7QorXer5SaBTyutR6bOVYT8Nda67U5ORkh8sAJ3FMhIKm1Tmf2fROoy6y/AvwFsAb4PfA9rfWjuTgvIXLhJN9PTch3lDjDHe89NWy/+wAXeFlr/W+ZMvmOOomkxVWIo9BaH9Bar8ss9wIbgbHA1cAvMtV+gfePGlrr17XW+zPlG4CAUsp/eqMWIn+dwD0V01qnM+UBQMPgHxfFWuuXtPcr7C8H9hHiTHGy7ichhOd47ykApdSHgO14f/cNlMl31EkmiasQx0Ep1QDMB14GarTWB8D7Rw4YqUvVR4HXtdaJYWW3ZbpgfUW6jIgz3bHeU0qpJUqpDcBbwGczf3iPBfYOO9zeTJkQZ6T3eT8NkO8oITKO5Z5SSoWBvwP+8ZDd5TvqJJPEVYhjpJQqAu4DPq+17jmG+jOBfwE+M6z4Bq31bGBZZrrxVMQqRCE4nntKa/2y1nomsAi4RSkVAEb6o1paj8QZ6STcTyDfUUIMOo576h+B/9Ba9x16iBHqynfU+yCJqxDHQCll4/3jdYfW+v5McUumG8hAd5DWYfXrgQeAm7TW2wbKtdb7MvNe4E5g8ek5AyHyy/HeUwO01huBKDAL79fr+mGb64H9h+4jxGh3ku4n+Y4SIuM476klwL8qpXYCnwe+qJT6U+Q76qSTxFWIo8h0lfoZsFFr/e1hmx4Cbs4s3wz8T6Z+KfAIcIvW+oVhx7GUUpWZZRu4Enj71J+BEPnlBO6pRqWUlVmeAEwFdma6avUqpZZmjnnTwD5CnClO1v0k31FCeI73ntJaL9NaN2itG4DvAN/QWv9AvqNOPhlVWIijUEqdDzyP9yyQmyn+It7zDncD44HdwDVa6w6l1JeBW4B3hx3mMrxftZ8DbMAEngL+UmvtnI7zECJfnMA9dSPw90AqU/+ftNYPZo61ELgdCAKPAn+m5YtNnEFO1v2UeU5PvqPEGe9476lD9v0q0DdsVGH5jjqJJHEVQgghhBBCCJHXpKuwEEIIIYQQQoi8JomrEEIIIYQQQoi8JomrEEIIIYQQQoi8JomrEEIIIYQQQoi8JomrEEIIIYQQQoi8JomrEEIIcRRKqVKl1J8MW69TSt17ij7rQ0qp/3cqjn2Uz/UppZ4beMenEEIIkU/kdThCCCHEUSilGoDfaa1nnYbPehH4oNb64Ck6vqW1Th9h2z8AW7XWd5yKzxZCCCFOlLS4CiGEEEd3KzBJKfWGUupbSqkGpdTbAEqpTyilHlRKPayU2qGU+lOl1F8qpV5XSq1RSpVn6k1SSj2mlHpNKfW8UmraoR+ilJoCJLTWB5VSkczx7My2YqXUTqWUfaRjKaWuUkq9nPnsp5RSNZnyryqlfqyUegL4pVJqplLqlcz5rFdKTc6E8CBwwym/mkIIIcRxksRVCCGEOLq/B7Zpredprf9mhO2zgOuBxcA/AzGt9XzgJeCmTJ0fA3+mtV4A/DXwXyMc5zxgHYDWuhdoAj6Q2XYdcJ/WOvUex/oDsDTz2XcBfzvs2AuAq7XW1wOfBb6rtZ4HLAT2Zuq8DSw6pisihBBCnEbyHIsQQgjx/q3OJJq9Sqlu4OFM+VvAHKVUEXAucI9SamAf/wjHGQO0DVv/KV7y+SDwSeD/HOVY9cBvlVJjAB+wY9ixHtJa92eWXwK+pJSqB+7XWr8LoLV2lFJJpVQkcz5CCCFEXpAWVyGEEOL9Swxbdoetu3g/EhtAV6bFdmCaPsJx+oHAwIrW+gWgQSm1HDC11m8f5VjfB36gtZ4NfGb4sYDosOPeCXww83mPK6UuGlbPD8SP9wIIIYQQp5IkrkIIIcTR9QKRE91Za90D7FBKXQOgPHNHqLoROOuQsl8CvwFuO4ZjlQD7Mss3HykepdREYLvW+nvAQ8CcTHkF0JbpjiyEEELkDUlchRBCiKPQWrcDLyil3lZKfesED3MD8Cml1JvABuDqEeo8B8xXw/oAA3cAZXjJ69GO9VW8LsTPA+81KvHHgbeVUm8A0/CSY4AVwO+P56SEEEKI00FehyOEEELkEaXUd4GHtdZPZdY/hjeo0o2n4bPvB27RWm8+1Z8lhBBCHA8ZnEkIIYTIL98AlgAopb4PrAKuONUfqpTyAQ9K0iqEECIfSYurEEIIIYQQQoi8Js+4CiGEEEIIIYTIa5K4CiGEEEIIIYTIa5K4CiGEEEIIIYTIa5K4CiGEEEIIIYTIa5K4CiGEEEIIIYTIa5K4CiGEEEIIIYTIa/8fXV3+OML9BFgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### FEATURE DISTRIBUTIONS OVER TIME ###\n",
    "\n",
    "df.groupby(df.index.year).mean().set_index(pd.to_datetime(df.index.year.unique(), format='%Y')).plot(\n",
    "    legend=False, figsize=(16,6), style='-*')\n",
    "plt.ylabel('feature means'); plt.xlabel('time (years)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 22 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### LABEL DISTRIBUTION OVER TIME ###\n",
    "\n",
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "for i,(year,g) in enumerate(pd.Series(y, name='label').groupby(df.index.year)):\n",
    "    \n",
    "    plt.subplot(3,8,i+1)\n",
    "    g.value_counts().plot.pie(title=year)\n",
    "    plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "### EMPTY DICT TO STORE RESULTS ###\n",
    "\n",
    "results = {\n",
    "    'DecisionTree': {},\n",
    "    'LinearModel': {},\n",
    "    'LinearTree': {},\n",
    "    'Baseline': {}\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "### FIT MODELS AND STORE RESULTS ###\n",
    "\n",
    "for size in test_size:\n",
    "    \n",
    "    X_train, X_test, y_train, y_test = train_test_split(\n",
    "        df.copy(), y.copy(), test_size=size, shuffle=False)\n",
    "    \n",
    "    model = DummyClassifier(strategy='most_frequent')\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['Baseline'][size] = model.score(X_test, y_test)\n",
    "    \n",
    "    model = GridSearchCV(estimator=DecisionTreeClassifier(random_state=33), \n",
    "                     param_grid={'max_depth': [3, 6, 8, 10, None], 'min_samples_split': [6, 12, 18]}, \n",
    "                     n_jobs=-1, cv=3, refit=True)\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['DecisionTree'][size] = model.score(X_test, y_test)\n",
    "\n",
    "    model = GridSearchCV(estimator=LinearTreeClassifier(RidgeClassifier()),\n",
    "                         param_grid={'max_depth': [3, 6, 8], 'min_samples_split': [12, 18]}, \n",
    "                         n_jobs=-1, cv=3, refit=True)\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['LinearTree'][size] = model.score(X_test, y_test)\n",
    "    \n",
    "    model = GridSearchCV(estimator=RidgeClassifier(),\n",
    "                         param_grid={'alpha': [1, 3, 6]}, \n",
    "                         n_jobs=-1, cv=3, refit=True)\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['LinearModel'][size] = model.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RESULTS ###\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "for model in results:\n",
    "    plt.plot(list(results[model].values()), label=model, marker='o')\n",
    "    \n",
    "plt.xticks(range(len(results[model])), results[model].keys())\n",
    "plt.ylabel(\"Accuracy\"); plt.xlabel(\"% test size\")\n",
    "plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LABELS SHIFTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8000, 20)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>c_0</th>\n",
       "      <th>c_1</th>\n",
       "      <th>c_2</th>\n",
       "      <th>c_3</th>\n",
       "      <th>c_4</th>\n",
       "      <th>c_5</th>\n",
       "      <th>c_6</th>\n",
       "      <th>c_7</th>\n",
       "      <th>c_8</th>\n",
       "      <th>c_9</th>\n",
       "      <th>c_10</th>\n",
       "      <th>c_11</th>\n",
       "      <th>c_12</th>\n",
       "      <th>c_13</th>\n",
       "      <th>c_14</th>\n",
       "      <th>c_15</th>\n",
       "      <th>c_16</th>\n",
       "      <th>c_17</th>\n",
       "      <th>c_18</th>\n",
       "      <th>c_19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>0.821383</td>\n",
       "      <td>1.161708</td>\n",
       "      <td>2.831166</td>\n",
       "      <td>1.587163</td>\n",
       "      <td>1.054534</td>\n",
       "      <td>1.296977</td>\n",
       "      <td>-3.709026</td>\n",
       "      <td>-0.907038</td>\n",
       "      <td>-1.526936</td>\n",
       "      <td>1.130235</td>\n",
       "      <td>-0.866657</td>\n",
       "      <td>-1.628032</td>\n",
       "      <td>0.474710</td>\n",
       "      <td>2.570521</td>\n",
       "      <td>-0.585179</td>\n",
       "      <td>1.312589</td>\n",
       "      <td>-2.265808</td>\n",
       "      <td>0.414355</td>\n",
       "      <td>-0.650578</td>\n",
       "      <td>-3.751353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-02</td>\n",
       "      <td>1.443540</td>\n",
       "      <td>3.187349</td>\n",
       "      <td>0.923683</td>\n",
       "      <td>0.394118</td>\n",
       "      <td>-2.172413</td>\n",
       "      <td>-0.215947</td>\n",
       "      <td>0.666056</td>\n",
       "      <td>1.716370</td>\n",
       "      <td>0.537723</td>\n",
       "      <td>-1.417419</td>\n",
       "      <td>0.931193</td>\n",
       "      <td>1.589129</td>\n",
       "      <td>0.351800</td>\n",
       "      <td>1.497274</td>\n",
       "      <td>-0.756063</td>\n",
       "      <td>0.541655</td>\n",
       "      <td>-1.345804</td>\n",
       "      <td>-1.151544</td>\n",
       "      <td>-1.350107</td>\n",
       "      <td>-0.817080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-03</td>\n",
       "      <td>0.534494</td>\n",
       "      <td>1.087557</td>\n",
       "      <td>1.497025</td>\n",
       "      <td>0.668065</td>\n",
       "      <td>-0.914374</td>\n",
       "      <td>-1.421591</td>\n",
       "      <td>1.495214</td>\n",
       "      <td>0.254417</td>\n",
       "      <td>1.001146</td>\n",
       "      <td>0.053116</td>\n",
       "      <td>1.183041</td>\n",
       "      <td>0.726687</td>\n",
       "      <td>-0.107988</td>\n",
       "      <td>-3.046624</td>\n",
       "      <td>0.660347</td>\n",
       "      <td>0.282711</td>\n",
       "      <td>-0.196165</td>\n",
       "      <td>0.638087</td>\n",
       "      <td>0.886149</td>\n",
       "      <td>-0.508524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>0.055107</td>\n",
       "      <td>-0.251383</td>\n",
       "      <td>0.413238</td>\n",
       "      <td>0.460047</td>\n",
       "      <td>0.339353</td>\n",
       "      <td>-1.481324</td>\n",
       "      <td>1.303584</td>\n",
       "      <td>0.336805</td>\n",
       "      <td>2.286715</td>\n",
       "      <td>0.200445</td>\n",
       "      <td>-0.222899</td>\n",
       "      <td>0.708315</td>\n",
       "      <td>-0.945581</td>\n",
       "      <td>1.791337</td>\n",
       "      <td>-1.795334</td>\n",
       "      <td>1.193433</td>\n",
       "      <td>0.134012</td>\n",
       "      <td>0.082601</td>\n",
       "      <td>-0.766660</td>\n",
       "      <td>0.100024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>1.540019</td>\n",
       "      <td>3.463820</td>\n",
       "      <td>1.272690</td>\n",
       "      <td>-0.784644</td>\n",
       "      <td>-2.924575</td>\n",
       "      <td>-1.658141</td>\n",
       "      <td>2.712342</td>\n",
       "      <td>0.485971</td>\n",
       "      <td>0.659250</td>\n",
       "      <td>-1.555661</td>\n",
       "      <td>-0.718680</td>\n",
       "      <td>2.470681</td>\n",
       "      <td>0.309902</td>\n",
       "      <td>1.352404</td>\n",
       "      <td>1.798274</td>\n",
       "      <td>0.535998</td>\n",
       "      <td>-0.835954</td>\n",
       "      <td>-0.103250</td>\n",
       "      <td>0.518354</td>\n",
       "      <td>-0.199001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 c_0       c_1       c_2       c_3       c_4       c_5  \\\n",
       "2021-01-01  0.821383  1.161708  2.831166  1.587163  1.054534  1.296977   \n",
       "2021-01-02  1.443540  3.187349  0.923683  0.394118 -2.172413 -0.215947   \n",
       "2021-01-03  0.534494  1.087557  1.497025  0.668065 -0.914374 -1.421591   \n",
       "2021-01-04  0.055107 -0.251383  0.413238  0.460047  0.339353 -1.481324   \n",
       "2021-01-05  1.540019  3.463820  1.272690 -0.784644 -2.924575 -1.658141   \n",
       "\n",
       "                 c_6       c_7       c_8       c_9      c_10      c_11  \\\n",
       "2021-01-01 -3.709026 -0.907038 -1.526936  1.130235 -0.866657 -1.628032   \n",
       "2021-01-02  0.666056  1.716370  0.537723 -1.417419  0.931193  1.589129   \n",
       "2021-01-03  1.495214  0.254417  1.001146  0.053116  1.183041  0.726687   \n",
       "2021-01-04  1.303584  0.336805  2.286715  0.200445 -0.222899  0.708315   \n",
       "2021-01-05  2.712342  0.485971  0.659250 -1.555661 -0.718680  2.470681   \n",
       "\n",
       "                c_12      c_13      c_14      c_15      c_16      c_17  \\\n",
       "2021-01-01  0.474710  2.570521 -0.585179  1.312589 -2.265808  0.414355   \n",
       "2021-01-02  0.351800  1.497274 -0.756063  0.541655 -1.345804 -1.151544   \n",
       "2021-01-03 -0.107988 -3.046624  0.660347  0.282711 -0.196165  0.638087   \n",
       "2021-01-04 -0.945581  1.791337 -1.795334  1.193433  0.134012  0.082601   \n",
       "2021-01-05  0.309902  1.352404  1.798274  0.535998 -0.835954 -0.103250   \n",
       "\n",
       "                c_18      c_19  \n",
       "2021-01-01 -0.650578 -3.751353  \n",
       "2021-01-02 -1.350107 -0.817080  \n",
       "2021-01-03  0.886149 -0.508524  \n",
       "2021-01-04 -0.766660  0.100024  \n",
       "2021-01-05  0.518354 -0.199001  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CREATE SYNTHETIC DATA ###\n",
    "\n",
    "X,y = make_classification(n_samples=8000, n_features=20, n_classes=2, \n",
    "                          n_informative=4, n_redundant=6, shift=0,\n",
    "                          random_state=0)\n",
    "_,y1 = make_classification(n_samples=8000, n_features=20, n_classes=2, \n",
    "                            n_informative=4, n_redundant=6, shift=0,\n",
    "                            weights=[0.6, 0.4],\n",
    "                            random_state=0)\n",
    "_,y2 = make_classification(n_samples=8000, n_features=20, n_classes=2, \n",
    "                            n_informative=4, n_redundant=6, shift=0,\n",
    "                            weights=[0.7, 0.3],\n",
    "                            random_state=0)\n",
    "\n",
    "y[int(y.shape[0]*0.5):int(y.shape[0]*0.8)] = y1[int(y.shape[0]*0.5):int(y.shape[0]*0.8)]\n",
    "y[int(y.shape[0]*0.8):] = y2[int(y.shape[0]*0.8):]\n",
    "\n",
    "df = pd.DataFrame(X, columns=[f\"c_{c}\" for c in range(X.shape[1])], \n",
    "                  index=pd.date_range('2021', periods=X.shape[0], freq='D'))\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'time (years)')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### FEATURE DISTRIBUTIONS OVER TIME ###\n",
    "\n",
    "df.groupby(df.index.year).mean().set_index(pd.to_datetime(df.index.year.unique(), format='%Y')).plot(\n",
    "    legend=False, figsize=(16,6), style='-*')\n",
    "plt.ylabel('feature means'); plt.xlabel('time (years)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 22 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### LABEL DISTRIBUTIONS OVER TIME ###\n",
    "\n",
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "for i,(year,g) in enumerate(pd.Series(y, name='label').groupby(df.index.year)):\n",
    "    \n",
    "    plt.subplot(3,8,i+1)\n",
    "    g.value_counts().plot.pie(title=year)\n",
    "    plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "### EMPTY DICT TO STORE RESULTS ###\n",
    "\n",
    "results = {\n",
    "    'DecisionTree': {},\n",
    "    'LinearModel': {},\n",
    "    'LinearTree': {},\n",
    "    'Baseline': {}\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "### FIT MODELS AND STORE RESULTS ###\n",
    "\n",
    "for size in test_size:\n",
    "    \n",
    "    X_train, X_test, y_train, y_test = train_test_split(\n",
    "        df.copy(), y.copy(), test_size=size, shuffle=False)\n",
    "    \n",
    "    model = DummyClassifier(strategy='most_frequent')\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['Baseline'][size] = model.score(X_test, y_test)\n",
    "    \n",
    "    model = GridSearchCV(estimator=DecisionTreeClassifier(random_state=33), \n",
    "                     param_grid={'max_depth': [3, 6, 8, 10, None], 'min_samples_split': [6, 12, 18]}, \n",
    "                     n_jobs=-1, cv=3, refit=True)\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['DecisionTree'][size] = model.score(X_test, y_test)\n",
    "\n",
    "    model = GridSearchCV(estimator=LinearTreeClassifier(RidgeClassifier()),\n",
    "                         param_grid={'max_depth': [3, 6, 8], 'min_samples_split': [12, 18]}, \n",
    "                         n_jobs=-1, cv=3, refit=True)\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['LinearTree'][size] = model.score(X_test, y_test)\n",
    "    \n",
    "    model = GridSearchCV(estimator=RidgeClassifier(),\n",
    "                         param_grid={'alpha': [1, 3, 6]}, \n",
    "                         n_jobs=-1, cv=3, refit=True)\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    results['LinearModel'][size] = model.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RESULTS ###\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "for model in results:\n",
    "    plt.plot(list(results[model].values()), label=model, marker='o')\n",
    "plt.xticks(range(len(results[model])), results[model].keys())\n",
    "plt.ylabel(\"Accuracy\"); plt.xlabel(\"% test size\")\n",
    "plt.legend(); plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
